~ · home · customer-success-support customer-support-tier1 · 104

Customer Support

Query this niche via MCPmarket_report({ query: "Customer Support", response_mode: "summary" })
active marketmarket pulse 48/100commercial money present2 new builders in 30d104 listings
basis: all observed monthly plans · commercial-form-v2
Agents · median
$100/mo
$49–$341 middle half · 33 providers · median of every priced plan point, all tiers
MCP servers · median
$49/mo
$24–$139 middle half · 8 providers · median of every priced plan point, all tiers
2×

Agents cost 2× MCPs across all tiers — median $100 vs $49. Two different markets; a blended figure would mislead either buyer.

All plans — Agents vs MCPs

each dot = one provider · log scale
Agents $100
uttar · $1
Jeff Ai Support Agent · $8
cenra · $9
Chat Thing · $10
Reve Chat Ai Agent · $15
releasedock · $19
Crafterq Website Ai Agents Tha · $19
seaticket · $25
inboxpilot · $27
Freddy Ai Copilot Overview · $29
chatbase · $32
docsbot · $49
wotnot · $64
Nice Customer Service Ai · $68
Ai Agent For Loyalty Program D · $99
Watermelon Ai · $113
Sendbird Support Agent · $349
Yuma Ai · $1,200
Omq Reply · $1,995
Streebo Citizen · $10
Robylon Ai · $25
cenra · $29
agentcall · $29
Freddy Ai Copilot Overview · $35
releasedock · $49
duckie · $49
Beam Billing Support · $50
Crafterq Website Ai Agents Tha · $52
Chat Thing · $74
typewise · $89
omago · $99
Cosupport Ai · $99
seaticket · $100
Intercom Operator · $100
chatbase · $120
hiroai · $125
Watermelon Ai · $128
docsbot · $149
wotnot · $299
gleap · $341
Sendbird Support Agent · $499
Reve Chat Ai Agent · $60
releasedock · $99
Nice Customer Service Ai · $169
gleap · $170
Robylon Ai · $180
Crafterq Website Ai Agents Tha · $249
inboxpilot · $249
Macha Ai Copilot · $299
Omq Reply · $302
Ai Agent For Loyalty Program D · $349
Workativ Ai Agent · $349
Watermelon Ai · $455
docsbot · $499
seaticket · $500
Minimal Ai · $557
Beam Billing Support · $3,990
Yuma Ai · $5,417
Reve Chat Ai Agent · $292
Chat Thing · $299
gleap · $1,139
hiroai · $1,250
Minimal Ai · $2,609
MCP servers $49
userport · $10
Support Agent · $39
Asking Mcp · $17
singchat · $20
Deskcrew Support · $24
userport · $47
devreply · $49
Recursive Support · $74
Support Agent · $139
invent · $29
Deskcrew Support · $132
devreply · $199
singchat · $200
Recursive Support · $299
$5
$10
$25
$50
$100
$250
$500
$1,000
$2,500
AgentsMCP serversshaded = middle half · line = median

All plans

77 priced
Providervs its cohort medianMonthly
uttaragent
$1 below
Jeff Ai Support Agentagent
$8 below
cenraagent
$9 below
Chat Thingagent
$10 below
Streebo Citizenagent
$10 below
userportmcp
$10 below
Reve Chat Ai Agentagent
$15 below
Asking Mcpmcp
$17 below
releasedockagent
$19 below
Crafterq Website Ai Agents Thaagent
$19 below
singchatmcp
$20 below
Deskcrew Supportmcp
$24 below
seaticketagent
$25 below
Robylon Aiagent
$25 below
inboxpilotagent
$27 below
Freddy Ai Copilot Overviewagent
$29 below
cenraagent
$29 below
agentcallagent
$29 below
inventmcp
$29 below
chatbaseagent
$32 below
Freddy Ai Copilot Overviewagent
$35 below
Support Agentmcp
$39 below
userportmcp
$47 ~median
docsbotagent
$49 below
releasedockagent
$49 below
duckieagent
$49 below
devreplymcp
$49 ~median
Beam Billing Supportagent
$50 below
Crafterq Website Ai Agents Thaagent
$52 below
Reve Chat Ai Agentagent
$60 below
wotnotagent
$64 below
Nice Customer Service Aiagent
$68 below
Chat Thingagent
$74 below
Recursive Supportmcp
$74 above
typewiseagent
$89 below
Ai Agent For Loyalty Program Dagent
$99 ~median
omagoagent
$99 ~median
Cosupport Aiagent
$99 ~median
releasedockagent
$99 ~median
seaticketagent
$100 ~median
Intercom Operatoragent
$100 ~median
Watermelon Aiagent
$113 above
chatbaseagent
$120 above
hiroaiagent
$125 above
Watermelon Aiagent
$128 above
Deskcrew Supportmcp
$132 above
Support Agentmcp
$139 above
docsbotagent
$149 above
Nice Customer Service Aiagent
$169 above
gleapagent
$170 above
Robylon Aiagent
$180 above
devreplymcp
$199 above
singchatmcp
$200 above
Crafterq Website Ai Agents Thaagent
$249 above
inboxpilotagent
$249 above
Reve Chat Ai Agentagent
$292 above
wotnotagent
$299 above
Macha Ai Copilotagent
$299 above
Chat Thingagent
$299 above
Recursive Supportmcp
$299 above
Omq Replyagent
$302 above
gleapagent
$341 above
Sendbird Support Agentagent
$349 above
Ai Agent For Loyalty Program Dagent
$349 above
Workativ Ai Agentagent
$349 above
Watermelon Aiagent
$455 above
Sendbird Support Agentagent
$499 above
docsbotagent
$499 above
seaticketagent
$500 above
Minimal Aiagent
$557 above
gleapagent
$1,139 above
Yuma Aiagent
$1,200 above
hiroaiagent
$1,250 above
Omq Replyagent
$1,995 above
Minimal Aiagent
$2,609 above
Beam Billing Supportagent
$3,990 above
Yuma Aiagent
$5,417 above
Position is relative to the provider's own delivery-type median at this tier — never a blended one.
What the figures on this page are. This page is Agentery's fixed-niche view of Customer Support (latest observation 2026-10-15T03:43:03.005Z). The headline medians above are computed from that data per delivery type and buyer-tier tab: on a tier tab, the median of each provider's plan at that tier; on “All”, every priced plan point across tiers pooled. Small cohorts show as “too few” rather than a median. The embedded response below is the broader fixed-niche report: its by_provider_type.*.median pools all tiers, pricing.byPersona.* is per buyer tier, and the unit cohorts (e.g. Pro flat) are per tier and billing unit — so those blocks legitimately differ from one headline figure. Over MCP today the advertised tools are market_report (a semantic neighbourhood for your query, not this fixed niche) and price_benchmark (query/task); niche_report stays callable as a legacy alias. Their cohorts are defined differently, so their numbers can differ from this page.
market_reportprice_benchmark
See the MCP response behind this pagefixed-niche report (legacy niche_report alias, full mode) — broader than the headline figure
{
  "niche": "customer-support-tier1",
  "parent_sector": "customer-success-support",
  "provider_type_pricing": {
    "slug": "customer-support-tier1",
    "pricing_basis": "lowest_observed_monthly_usd",
    "provider_type_methodology": "commercial-form-v2",
    "provider_type_methodology_published_at": "2026-07-31",
    "blended": {
      "median": 32,
      "p25": 19.01,
      "p75": 99,
      "providers": 45
    },
    "by_provider_type": {
      "agent": {
        "median": 44,
        "p25": 23.5,
        "p75": 110.17,
        "providers": 36,
        "publishable": true,
        "confidence": "normal"
      },
      "mcp": {
        "median": 24.17,
        "p25": null,
        "p75": null,
        "providers": 9,
        "publishable": true,
        "confidence": "moderate"
      }
    },
    "recommended_cohort": null,
    "recommendation_reason": "Choose the cohort according to the commercial delivery type being assessed.",
    "fallback_context": null,
    "context_note": null
  },
  "crowding_level": "emerging",
  "observed_node_count": 4,
  "adjacent_niches": [
    "meeting-notes-transcription",
    "ticket-triage-routing",
    "churn-prediction-intervention",
    "ai-scheduling-assistant",
    "technical-support-document-agent",
    "voice-contact-centre-agent"
  ],
  "market_pulse": {
    "pulse": 48,
    "drivers": [
      "enterprise money present",
      "5 new builders in 30d"
    ],
    "price_move_30d_pct": -5.3,
    "money_share": 0.5555555555555556,
    "entry_rate": 0.045454545454545456,
    "alive_share": 0.9923664122137404
  },
  "price_move": {
    "d_pct": 0,
    "w_pct": 0,
    "m_pct": 0,
    "comparable_agents": 40,
    "quarantined_agents": 4,
    "confidence": "high",
    "published": {
      "d": false,
      "w": false,
      "m": false
    },
    "held_reason": {
      "d": null,
      "w": null,
      "m": null
    },
    "driver": {
      "d": null,
      "w": null,
      "m": null
    },
    "tier_contribution": {
      "d": {
        "individual": 0,
        "pro": 0,
        "team_sme": 0,
        "enterprise": 0
      },
      "w": {
        "individual": 0,
        "pro": 0,
        "team_sme": 0,
        "enterprise": 0
      },
      "m": {
        "individual": 0,
        "pro": 0,
        "team_sme": 0,
        "enterprise": 0
      }
    },
    "tier_series": {
      "individual": [
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        97.808,
        97.808,
        97.808,
        97.808,
        97.808,
        97.808,
        97.808,
        97.808,
        97.808,
        97.808,
        98.186,
        98.186,
        98.186,
        98.186,
        98.186,
        98.186,
        98.186,
        98.186,
        98.186,
        98.186,
        98.186,
        98.186,
        98.186,
        98.186,
        98.186,
        98.186,
        98.186,
        98.186,
        98.186,
        98.186,
        98.186,
        98.186,
        98.186,
        98.186,
        98.186,
        98.186,
        98.186,
        98.186,
        98.186,
        98.186,
        98.186,
        98.186,
        98.186,
        98.186,
        98.186,
        98.186,
        98.186,
        98.186,
        98.186,
        98.186,
        98.186,
        98.186,
        98.186,
        98.186,
        98.186,
        98.186,
        98.186,
        98.186,
        98.186,
        98.186,
        98.186,
        98.186,
        98.186,
        98.186,
        98.186,
        98.186,
        98.186,
        98.186,
        98.186,
        98.186,
        98.186,
        98.186,
        98.186,
        98.186,
        98.186,
        98.186,
        98.186,
        98.186,
        98.186,
        98.186,
        98.186,
        98.186,
        98.186,
        98.186,
        98.186,
        98.186,
        98.186,
        98.186,
        98.186
      ],
      "pro": [
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100.374,
        100.374,
        100.374,
        100.374,
        100.374,
        100.374,
        100.374,
        100.374,
        100.374,
        100.374,
        100.374,
        100.374,
        100.374,
        100.374,
        100.374,
        100.374,
        100.374,
        100.374,
        100.374,
        100.374,
        100.374,
        100.374,
        100.374,
        100.374,
        100.374,
        100.374,
        100.374,
        100.374,
        100.374,
        100.374,
        100.374,
        100.374,
        100.374,
        100.374,
        100.374,
        100.374,
        100.374,
        100.374,
        100.374,
        100.374,
        100.374,
        100.374,
        100.374,
        100.374,
        100.374,
        100.374,
        100.374,
        100.374,
        100.374,
        100.374,
        100.374,
        100.374,
        100.374,
        100.374,
        100.374,
        100.374,
        100.374,
        100.374,
        100.374,
        100.374,
        100.374,
        100.374,
        100.374,
        100.374,
        100.374,
        100.374,
        100.374,
        100.374,
        100.374,
        100.374,
        100.374,
        100.389,
        100.389,
        100.389,
        100.389,
        100.389,
        100.389,
        100.389,
        100.389
      ],
      "team_sme": [
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100
      ],
      "enterprise": [
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100
      ]
    },
    "tier_own_move": {
      "d": {
        "individual": 0,
        "pro": 0,
        "team_sme": 0,
        "enterprise": 0
      },
      "w": {
        "individual": 0,
        "pro": 0,
        "team_sme": 0,
        "enterprise": 0
      },
      "m": {
        "individual": 0,
        "pro": 0,
        "team_sme": 0,
        "enterprise": 0
      }
    },
    "tier_agents": {
      "individual": 19,
      "pro": 25,
      "team_sme": 20,
      "enterprise": 6
    },
    "obs_range": {
      "d": null,
      "w": null,
      "m": {
        "min": 67,
        "max": 67,
        "days": 1
      }
    },
    "tier_obs_range": {
      "d": {
        "individual": null,
        "pro": null,
        "team_sme": null,
        "enterprise": null
      },
      "w": {
        "individual": null,
        "pro": null,
        "team_sme": null,
        "enterprise": null
      },
      "m": {
        "individual": null,
        "pro": {
          "min": 24,
          "max": 24,
          "days": 1
        },
        "team_sme": null,
        "enterprise": null
      }
    }
  },
  "pricing": {
    "sampleSize": 105,
    "observed": 54,
    "byPersona": {
      "free": {
        "n": 28,
        "nPriced": 0,
        "reliability": "none",
        "median": null,
        "p25": null,
        "p75": null,
        "min": null,
        "max": null,
        "mean": null,
        "stdev": null,
        "usageShare": 0.18
      },
      "individual": {
        "n": 51,
        "nPriced": 50,
        "reliability": "high",
        "median": 7.17,
        "p25": 0.31,
        "p75": 29,
        "min": 0.02,
        "max": 1499,
        "mean": 73.5,
        "stdev": 266.75,
        "usageShare": 0.45
      },
      "pro": {
        "n": 46,
        "nPriced": 45,
        "reliability": "high",
        "median": 50,
        "p25": 35,
        "p75": 100,
        "min": 0.49,
        "max": 6399,
        "mean": 315.86,
        "stdev": 1099.16,
        "usageShare": 0.11
      },
      "team_sme": {
        "n": 40,
        "nPriced": 39,
        "reliability": "high",
        "median": 249,
        "p25": 120,
        "p75": 399,
        "min": 0.39,
        "max": 7500,
        "mean": 594.8,
        "stdev": 1378.56,
        "usageShare": 0.08
      },
      "enterprise": {
        "n": 34,
        "nPriced": 15,
        "reliability": "high",
        "median": 1250,
        "p25": 574,
        "p75": 2404.5,
        "min": 0.49,
        "max": 3600,
        "mean": 1540.17,
        "stdev": 1168.01,
        "usageShare": 0.03
      }
    },
    "byPersonaMonthly": {
      "free": {
        "nMonthly": 0,
        "p25": null,
        "median": null,
        "p75": null,
        "confidence": "none",
        "usageShare": 0.18,
        "mixedBilling": true,
        "monthlyComparable": false
      },
      "individual": {
        "nMonthly": 27,
        "p25": 12,
        "median": 29,
        "p75": 74,
        "confidence": "high",
        "usageShare": 0.45,
        "mixedBilling": true,
        "monthlyComparable": true
      },
      "pro": {
        "nMonthly": 40,
        "p25": 47.15,
        "median": 77,
        "p75": 121.25,
        "confidence": "high",
        "usageShare": 0.11,
        "mixedBilling": true,
        "monthlyComparable": true
      },
      "team_sme": {
        "nMonthly": 36,
        "p25": 164,
        "median": 249,
        "p75": 399.25,
        "confidence": "high",
        "usageShare": 0.08,
        "mixedBilling": true,
        "monthlyComparable": true
      },
      "enterprise": {
        "nMonthly": 14,
        "p25": 886.5,
        "median": 1424.5,
        "p75": 2462.25,
        "confidence": "high",
        "usageShare": 0.03,
        "mixedBilling": true,
        "monthlyComparable": true
      }
    },
    "byTierCohorts": {
      "status": "ok",
      "cohorts": [
        {
          "tier": "individual",
          "currency": "USD",
          "period": "month",
          "unit": "flat",
          "median": 32,
          "provider_count": 21,
          "plan_observation_count": 24,
          "data_confidence": 1,
          "data_confidence_basis": {
            "provider_component": 1,
            "observation_component": 1,
            "provider_count": 21,
            "plan_observation_count": 24
          },
          "reliability": "high",
          "members": [
            {
              "provider": "uttar",
              "usd": 1.04
            },
            {
              "provider": "jeff_ai_support_agent",
              "usd": 8.33
            },
            {
              "provider": "cenra",
              "usd": 9
            },
            {
              "provider": "userport",
              "usd": 10
            },
            {
              "provider": "chat_thing",
              "usd": 14
            },
            {
              "provider": "reve_chat_ai_agent",
              "usd": 14.99
            },
            {
              "provider": "releasedock",
              "usd": 19
            },
            {
              "provider": "seaticket",
              "usd": 25
            },
            {
              "provider": "freddy_ai_copilot_overview",
              "usd": 29
            },
            {
              "provider": "crafterq_website_ai_agents_tha",
              "usd": 29
            },
            {
              "provider": "chatbase",
              "usd": 32
            },
            {
              "provider": "inboxpilot",
              "usd": 39
            },
            {
              "provider": "support_agent",
              "usd": 39
            },
            {
              "provider": "docsbot",
              "usd": 49
            },
            {
              "provider": "wotnot",
              "usd": 64
            },
            {
              "provider": "nice_customer_service_ai",
              "usd": 67.59
            },
            {
              "provider": "ai_agent_for_loyalty_program_d",
              "usd": 99
            },
            {
              "provider": "watermelon_ai",
              "usd": 112.86
            },
            {
              "provider": "sendbird_support_agent",
              "usd": 349
            },
            {
              "provider": "yuma_ai",
              "usd": 1200
            },
            {
              "provider": "omq_reply",
              "usd": 1995
            }
          ],
          "p25": 14.99,
          "p75": 67.59
        },
        {
          "tier": "individual",
          "currency": "USD",
          "period": "month",
          "unit": "per_agent",
          "median": 17.56,
          "provider_count": 2,
          "plan_observation_count": 2,
          "data_confidence": 0.15,
          "data_confidence_basis": {
            "provider_component": 0.17,
            "observation_component": 0.1,
            "provider_count": 2,
            "plan_observation_count": 2
          },
          "reliability": "low",
          "members": [
            {
              "provider": "freshworks_ai_platform",
              "usd": 15.74
            },
            {
              "provider": "muninx",
              "usd": 19.38
            }
          ]
        },
        {
          "tier": "pro",
          "currency": "USD",
          "period": "month",
          "unit": "flat",
          "median": 74,
          "provider_count": 28,
          "plan_observation_count": 36,
          "data_confidence": 1,
          "data_confidence_basis": {
            "provider_component": 1,
            "observation_component": 1,
            "provider_count": 28,
            "plan_observation_count": 36
          },
          "reliability": "high",
          "members": [
            {
              "provider": "streebo_citizen",
              "usd": 10
            },
            {
              "provider": "asking_mcp",
              "usd": 16.67
            },
            {
              "provider": "singchat",
              "usd": 20
            },
            {
              "provider": "deskcrew_support",
              "usd": 24.17
            },
            {
              "provider": "robylon_ai",
              "usd": 25
            },
            {
              "provider": "cenra",
              "usd": 29
            },
            {
              "provider": "agentcall",
              "usd": 29
            },
            {
              "provider": "freddy_ai_copilot_overview",
              "usd": 35
            },
            {
              "provider": "userport",
              "usd": 47
            },
            {
              "provider": "devreply",
              "usd": 49
            },
            {
              "provider": "duckie",
              "usd": 49
            },
            {
              "provider": "releasedock",
              "usd": 49
            },
            {
              "provider": "beam_billing_support",
              "usd": 50
            },
            {
              "provider": "chat_thing",
              "usd": 74
            },
            {
              "provider": "recursive_support",
              "usd": 74
            },
            {
              "provider": "typewise",
              "usd": 89
            },
            {
              "provider": "omago",
              "usd": 99
            },
            {
              "provider": "cosupport_ai",
              "usd": 99
            },
            {
              "provider": "intercom_operator",
              "usd": 100
            },
            {
              "provider": "seaticket",
              "usd": 100
            },
            {
              "provider": "chatbase",
              "usd": 120
            },
            {
              "provider": "hiroai",
              "usd": 125
            },
            {
              "provider": "support_agent",
              "usd": 139
            },
            {
              "provider": "docsbot",
              "usd": 149
            },
            {
              "provider": "watermelon_ai",
              "usd": 226.86
            },
            {
              "provider": "wotnot",
              "usd": 299
            },
            {
              "provider": "gleap",
              "usd": 340.86
            },
            {
              "provider": "sendbird_support_agent",
              "usd": 499
            }
          ],
          "p25": 33.5,
          "p75": 121.25
        },
        {
          "tier": "team_sme",
          "currency": "USD",
          "period": "month",
          "unit": "flat",
          "median": 274,
          "provider_count": 22,
          "plan_observation_count": 30,
          "data_confidence": 1,
          "data_confidence_basis": {
            "provider_component": 1,
            "observation_component": 1,
            "provider_count": 22,
            "plan_observation_count": 30
          },
          "reliability": "high",
          "members": [
            {
              "provider": "invent",
              "usd": 29
            },
            {
              "provider": "reve_chat_ai_agent",
              "usd": 59.99
            },
            {
              "provider": "releasedock",
              "usd": 99
            },
            {
              "provider": "deskcrew_support",
              "usd": 132.42
            },
            {
              "provider": "nice_customer_service_ai",
              "usd": 169
            },
            {
              "provider": "gleap",
              "usd": 169.86
            },
            {
              "provider": "robylon_ai",
              "usd": 180
            },
            {
              "provider": "devreply",
              "usd": 199
            },
            {
              "provider": "singchat",
              "usd": 200
            },
            {
              "provider": "inboxpilot",
              "usd": 249
            },
            {
              "provider": "crafterq_website_ai_agents_tha",
              "usd": 249
            },
            {
              "provider": "macha_ai_copilot",
              "usd": 299
            },
            {
              "provider": "recursive_support",
              "usd": 299
            },
            {
              "provider": "omq_reply",
              "usd": 302.1
            },
            {
              "provider": "ai_agent_for_loyalty_program_d",
              "usd": 349
            },
            {
              "provider": "workativ_ai_agent",
              "usd": 349
            },
            {
              "provider": "watermelon_ai",
              "usd": 454.86
            },
            {
              "provider": "docsbot",
              "usd": 499
            },
            {
              "provider": "seaticket",
              "usd": 500
            },
            {
              "provider": "minimal_ai",
              "usd": 557.46
            },
            {
              "provider": "beam_billing_support",
              "usd": 3990
            },
            {
              "provider": "yuma_ai",
              "usd": 5416.67
            }
          ],
          "p25": 172.4,
          "p75": 428.4
        },
        {
          "tier": "enterprise",
          "currency": "USD",
          "period": "month",
          "unit": "flat",
          "median": 1138.86,
          "provider_count": 5,
          "plan_observation_count": 13,
          "data_confidence": 0.46,
          "data_confidence_basis": {
            "provider_component": 0.42,
            "observation_component": 0.65,
            "provider_count": 5,
            "plan_observation_count": 13
          },
          "reliability": "medium",
          "members": [
            {
              "provider": "reve_chat_ai_agent",
              "usd": 291.99
            },
            {
              "provider": "chat_thing",
              "usd": 299
            },
            {
              "provider": "gleap",
              "usd": 1138.86
            },
            {
              "provider": "hiroai",
              "usd": 1250
            },
            {
              "provider": "minimal_ai",
              "usd": 2609.46
            }
          ],
          "p25": 299,
          "p75": 1250
        }
      ],
      "rejected": {
        "ambiguous_cadence": 22,
        "usage_not_monthly": 32,
        "unrankable_or_unparseable": 2,
        "one_time": 1,
        "free_or_zero": 4
      },
      "evidence": {
        "status": "ok",
        "single_observations": [],
        "observed_offers": [
          {
            "billing": "monthly",
            "unit": "flat",
            "count": 103,
            "offers": [
              {
                "provider": "agentcall",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$29/mo",
                "monthly_usd": 29
              },
              {
                "provider": "ai_agent_for_loyalty_program_d",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$99/month",
                "monthly_usd": 99
              },
              {
                "provider": "ai_agent_for_loyalty_program_d",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$349/month",
                "monthly_usd": 349
              },
              {
                "provider": "asking_mcp",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$16.67 /mo",
                "monthly_usd": 16.67
              },
              {
                "provider": "beam_billing_support",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$50/month",
                "monthly_usd": 50
              },
              {
                "provider": "beam_billing_support",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$3990/month",
                "monthly_usd": 3990
              },
              {
                "provider": "cenra",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$9 / month",
                "monthly_usd": 9
              },
              {
                "provider": "cenra",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$29 / month",
                "monthly_usd": 29
              },
              {
                "provider": "chat_thing",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$14",
                "monthly_usd": 14
              },
              {
                "provider": "chat_thing",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$49",
                "monthly_usd": 49
              },
              {
                "provider": "chat_thing",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$99",
                "monthly_usd": 99
              },
              {
                "provider": "chat_thing",
                "tier": "enterprise",
                "billing": "monthly",
                "unit": "flat",
                "price": "$299",
                "monthly_usd": 299
              },
              {
                "provider": "chatbase",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$32 /month billed yearly",
                "monthly_usd": 32
              },
              {
                "provider": "chatbase",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$120 /month billed yearly",
                "monthly_usd": 120
              },
              {
                "provider": "chatbase",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$400 /month billed yearly",
                "monthly_usd": 400
              },
              {
                "provider": "chatbase",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$1188 /year",
                "monthly_usd": 99
              },
              {
                "provider": "cosupport_ai",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$99 / mo",
                "monthly_usd": 99
              },
              {
                "provider": "crafterq_website_ai_agents_tha",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$29 /month",
                "monthly_usd": 29
              },
              {
                "provider": "crafterq_website_ai_agents_tha",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$99 /month",
                "monthly_usd": 99
              },
              {
                "provider": "crafterq_website_ai_agents_tha",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$399 /month",
                "monthly_usd": 399
              },
              {
                "provider": "deskcrew_support",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$290 / yr",
                "monthly_usd": 24.17
              },
              {
                "provider": "deskcrew_support",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$790 / yr",
                "monthly_usd": 65.83
              },
              {
                "provider": "deskcrew_support",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$199/mo",
                "monthly_usd": 199
              },
              {
                "provider": "devreply",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$49 / month",
                "monthly_usd": 49
              },
              {
                "provider": "devreply",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$199 / month",
                "monthly_usd": 199
              },
              {
                "provider": "docsbot",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$49/month",
                "monthly_usd": 49
              },
              {
                "provider": "docsbot",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$149/month",
                "monthly_usd": 149
              },
              {
                "provider": "docsbot",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$499/month",
                "monthly_usd": 499
              },
              {
                "provider": "duckie",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$49 / mo",
                "monthly_usd": 49
              },
              {
                "provider": "freddy_ai_copilot_overview",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$29/month, billed annually",
                "monthly_usd": 29
              },
              {
                "provider": "freddy_ai_copilot_overview",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$35/month",
                "monthly_usd": 35
              },
              {
                "provider": "gleap",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "€149/mo",
                "monthly_usd": 169.86
              },
              {
                "provider": "gleap",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "€299/mo",
                "monthly_usd": 340.86
              },
              {
                "provider": "gleap",
                "tier": "enterprise",
                "billing": "monthly",
                "unit": "flat",
                "price": "€999/mo",
                "monthly_usd": 1138.86
              },
              {
                "provider": "hiroai",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$ 125 Monthly",
                "monthly_usd": 125
              },
              {
                "provider": "hiroai",
                "tier": "enterprise",
                "billing": "monthly",
                "unit": "flat",
                "price": "$ 1,250 Monthly",
                "monthly_usd": 1250
              },
              {
                "provider": "inboxpilot",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$39/mo",
                "monthly_usd": 39
              },
              {
                "provider": "inboxpilot",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$99/mo",
                "monthly_usd": 99
              },
              {
                "provider": "inboxpilot",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$249/mo",
                "monthly_usd": 249
              },
              {
                "provider": "inboxpilot",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$499/mo",
                "monthly_usd": 499
              },
              {
                "provider": "intercom_operator",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$100 /mo",
                "monthly_usd": 100
              },
              {
                "provider": "invent",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$29 / month",
                "monthly_usd": 29
              },
              {
                "provider": "jeff_ai_support_agent",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$100K a year, to start",
                "monthly_usd": 8.33
              },
              {
                "provider": "macha_ai_copilot",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$299/mo",
                "monthly_usd": 299
              },
              {
                "provider": "minimal_ai",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "€489 / month",
                "monthly_usd": 557.46
              },
              {
                "provider": "minimal_ai",
                "tier": "enterprise",
                "billing": "monthly",
                "unit": "flat",
                "price": "€849 / month",
                "monthly_usd": 967.86
              },
              {
                "provider": "minimal_ai",
                "tier": "enterprise",
                "billing": "monthly",
                "unit": "flat",
                "price": "€1230 / month",
                "monthly_usd": 1402.2
              },
              {
                "provider": "minimal_ai",
                "tier": "enterprise",
                "billing": "monthly",
                "unit": "flat",
                "price": "€1599 / month",
                "monthly_usd": 1822.86
              },
              {
                "provider": "minimal_ai",
                "tier": "enterprise",
                "billing": "monthly",
                "unit": "flat",
                "price": "€1950 / month",
                "monthly_usd": 2223
              },
              {
                "provider": "minimal_ai",
                "tier": "enterprise",
                "billing": "monthly",
                "unit": "flat",
                "price": "€2289 / month",
                "monthly_usd": 2609.46
              },
              {
                "provider": "minimal_ai",
                "tier": "enterprise",
                "billing": "monthly",
                "unit": "flat",
                "price": "€2520 / month",
                "monthly_usd": 2872.8
              },
              {
                "provider": "minimal_ai",
                "tier": "enterprise",
                "billing": "monthly",
                "unit": "flat",
                "price": "€2880 / month",
                "monthly_usd": 3283.2
              },
              {
                "provider": "minimal_ai",
                "tier": "enterprise",
                "billing": "monthly",
                "unit": "flat",
                "price": "€3240 / month",
                "monthly_usd": 3693.6
              },
              {
                "provider": "minimal_ai",
                "tier": "enterprise",
                "billing": "monthly",
                "unit": "flat",
                "price": "€3600 / month",
                "monthly_usd": 4104
              },
              {
                "provider": "nice_customer_service_ai",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$110",
                "monthly_usd": 110
              },
              {
                "provider": "nice_customer_service_ai",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$135",
                "monthly_usd": 135
              },
              {
                "provider": "nice_customer_service_ai",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$169",
                "monthly_usd": 169
              },
              {
                "provider": "nice_customer_service_ai",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$209",
                "monthly_usd": 209
              },
              {
                "provider": "nice_customer_service_ai",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "Starting at $2",
                "monthly_usd": 0.17
              },
              {
                "provider": "omago",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$49 /mo",
                "monthly_usd": 49
              },
              {
                "provider": "omago",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$99 /mo",
                "monthly_usd": 99
              },
              {
                "provider": "omago",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$369 /mo",
                "monthly_usd": 369
              },
              {
                "provider": "omago",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$99/mo",
                "monthly_usd": 99
              },
              {
                "provider": "omq_reply",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "130 € /mo*",
                "monthly_usd": 148.2
              },
              {
                "provider": "omq_reply",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "400 € /mo*",
                "monthly_usd": 456
              },
              {
                "provider": "omq_reply",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "1.000 € /mo*",
                "monthly_usd": 1140
              },
              {
                "provider": "omq_reply",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "2.500 € /mo*",
                "monthly_usd": 2850
              },
              {
                "provider": "recursive_support",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$49/mo",
                "monthly_usd": 49
              },
              {
                "provider": "recursive_support",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$99/mo",
                "monthly_usd": 99
              },
              {
                "provider": "recursive_support",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$299/mo",
                "monthly_usd": 299
              },
              {
                "provider": "releasedock",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$19 / mo",
                "monthly_usd": 19
              },
              {
                "provider": "releasedock",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$49 / mo",
                "monthly_usd": 49
              },
              {
                "provider": "releasedock",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$99 / mo",
                "monthly_usd": 99
              },
              {
                "provider": "reve_chat_ai_agent",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$14.99/mo",
                "monthly_usd": 14.99
              },
              {
                "provider": "reve_chat_ai_agent",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$59.99/mo",
                "monthly_usd": 59.99
              },
              {
                "provider": "reve_chat_ai_agent",
                "tier": "enterprise",
                "billing": "monthly",
                "unit": "flat",
                "price": "$291.99/mo",
                "monthly_usd": 291.99
              },
              {
                "provider": "robylon_ai",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$25/mo",
                "monthly_usd": 25
              },
              {
                "provider": "robylon_ai",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$180/mo",
                "monthly_usd": 180
              },
              {
                "provider": "seaticket",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$25 / mo",
                "monthly_usd": 25
              },
              {
                "provider": "seaticket",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$100 / mo",
                "monthly_usd": 100
              },
              {
                "provider": "seaticket",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$500 / mo",
                "monthly_usd": 500
              },
              {
                "provider": "sendbird_support_agent",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$349/month (billed annually) or $399/month (billed monthly)",
                "monthly_usd": 349
              },
              {
                "provider": "sendbird_support_agent",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$499/month (billed annually) or $599/month (billed monthly)",
                "monthly_usd": 499
              },
              {
                "provider": "singchat",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$20/ mo",
                "monthly_usd": 20
              },
              {
                "provider": "singchat",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$200/ mo",
                "monthly_usd": 200
              },
              {
                "provider": "streebo_citizen",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$ 10",
                "monthly_usd": 10
              },
              {
                "provider": "support_agent",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$39 per month",
                "monthly_usd": 39
              },
              {
                "provider": "support_agent",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$139 per month",
                "monthly_usd": 139
              },
              {
                "provider": "typewise",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$89 / mo",
                "monthly_usd": 89
              },
              {
                "provider": "userport",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$ 10 / mo",
                "monthly_usd": 10
              },
              {
                "provider": "userport",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$ 39 / mo",
                "monthly_usd": 39
              },
              {
                "provider": "userport",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$ 55 / mo",
                "monthly_usd": 55
              },
              {
                "provider": "uttar",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "₹99/mon",
                "monthly_usd": 1.04
              },
              {
                "provider": "watermelon_ai",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "€99 per month",
                "monthly_usd": 112.86
              },
              {
                "provider": "watermelon_ai",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "€199 per month",
                "monthly_usd": 226.86
              },
              {
                "provider": "watermelon_ai",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "€399 per month",
                "monthly_usd": 454.86
              },
              {
                "provider": "workativ_ai_agent",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$349/month",
                "monthly_usd": 349
              },
              {
                "provider": "wotnot",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$29/mo",
                "monthly_usd": 29
              },
              {
                "provider": "wotnot",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$99/mo",
                "monthly_usd": 99
              },
              {
                "provider": "wotnot",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$299/mo",
                "monthly_usd": 299
              },
              {
                "provider": "yuma_ai",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$14,400 /yr",
                "monthly_usd": 1200
              },
              {
                "provider": "yuma_ai",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$40,000 /yr",
                "monthly_usd": 3333.33
              },
              {
                "provider": "yuma_ai",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$90,000 /yr",
                "monthly_usd": 7500
              }
            ]
          },
          {
            "billing": "monthly",
            "unit": "per_agent",
            "count": 4,
            "offers": [
              {
                "provider": "freshworks_ai_platform",
                "tier": "individual",
                "billing": "monthly",
                "unit": "per_agent",
                "price": "₹1,499 per agent per month",
                "monthly_usd": 15.74
              },
              {
                "provider": "freshworks_ai_platform",
                "tier": "pro",
                "billing": "monthly",
                "unit": "per_agent",
                "price": "₹3,999 per agent per month",
                "monthly_usd": 41.99
              },
              {
                "provider": "freshworks_ai_platform",
                "tier": "pro",
                "billing": "monthly",
                "unit": "per_agent",
                "price": "₹6,399 per agent per month",
                "monthly_usd": 67.19
              },
              {
                "provider": "muninx",
                "tier": "individual",
                "billing": "monthly",
                "unit": "per_agent",
                "price": "EUR 17/agent/month",
                "monthly_usd": 19.38
              }
            ]
          },
          {
            "billing": "monthly",
            "unit": "per_seat",
            "count": 3,
            "offers": [
              {
                "provider": "front_email_management",
                "tier": "individual",
                "billing": "monthly",
                "unit": "per_seat",
                "price": "$25/seat/mo",
                "monthly_usd": 25
              },
              {
                "provider": "front_email_management",
                "tier": "pro",
                "billing": "monthly",
                "unit": "per_seat",
                "price": "$65/seat/mo",
                "monthly_usd": 65
              },
              {
                "provider": "front_email_management",
                "tier": "enterprise",
                "billing": "monthly",
                "unit": "per_seat",
                "price": "$105/seat/mo",
                "monthly_usd": 105
              }
            ]
          },
          {
            "billing": "one_time",
            "unit": "flat",
            "count": 1,
            "offers": [
              {
                "provider": "job_postings_api",
                "tier": "enterprise",
                "billing": "one_time",
                "unit": "flat",
                "price": "$2400 - $4800 per country, one-time",
                "monthly_usd": null
              }
            ]
          },
          {
            "billing": "usage",
            "unit": "flat",
            "count": 30,
            "offers": [
              {
                "provider": "agentcall",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.35/hr",
                "monthly_usd": null
              },
              {
                "provider": "cosupport_ai",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.19 / resolved ticket",
                "monthly_usd": null
              },
              {
                "provider": "cosupport_ai",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.04 / response",
                "monthly_usd": null
              },
              {
                "provider": "deskcrew_support",
                "tier": "pro",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.49 each",
                "monthly_usd": null
              },
              {
                "provider": "deskcrew_support",
                "tier": "team_sme",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.39 each",
                "monthly_usd": null
              },
              {
                "provider": "deskcrew_support",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.02",
                "monthly_usd": null
              },
              {
                "provider": "deskcrew_support",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.03",
                "monthly_usd": null
              },
              {
                "provider": "deskcrew_support",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.06",
                "monthly_usd": null
              },
              {
                "provider": "deskcrew_support",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.05",
                "monthly_usd": null
              },
              {
                "provider": "deskcrew_support",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$5.00",
                "monthly_usd": null
              },
              {
                "provider": "deskcrew_support",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.05",
                "monthly_usd": null
              },
              {
                "provider": "deskcrew_support",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.08",
                "monthly_usd": null
              },
              {
                "provider": "deskcrew_support",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.05",
                "monthly_usd": null
              },
              {
                "provider": "deskcrew_support",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.03",
                "monthly_usd": null
              },
              {
                "provider": "fin_ai",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.99",
                "monthly_usd": null
              },
              {
                "provider": "fini_labs",
                "tier": "team_sme",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.89/resolved ticket",
                "monthly_usd": null
              },
              {
                "provider": "fini_labs",
                "tier": "team_sme",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.69/resolved ticket",
                "monthly_usd": null
              },
              {
                "provider": "fini_labs",
                "tier": "enterprise",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.49/resolved ticket",
                "monthly_usd": null
              },
              {
                "provider": "inboxpilot",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.05",
                "monthly_usd": null
              },
              {
                "provider": "intercom_operator",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.99 per Fin outcome",
                "monthly_usd": null
              },
              {
                "provider": "intercom_operator",
                "tier": "pro",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.99 per Fin outcome",
                "monthly_usd": null
              },
              {
                "provider": "intercom_operator",
                "tier": "pro",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.99 per Fin outcome",
                "monthly_usd": null
              },
              {
                "provider": "intercom_operator",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.99 per Fin outcome",
                "monthly_usd": null
              },
              {
                "provider": "job_postings_api",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$1 per 1000 job postings",
                "monthly_usd": null
              },
              {
                "provider": "job_postings_api",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$1 per 1000 job postings",
                "monthly_usd": null
              },
              {
                "provider": "omago",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$20",
                "monthly_usd": null
              },
              {
                "provider": "seaticket",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$10",
                "monthly_usd": null
              },
              {
                "provider": "streebo_citizen",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$3/hour",
                "monthly_usd": null
              },
              {
                "provider": "streebo_citizen",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$6/Hour",
                "monthly_usd": null
              },
              {
                "provider": "streebo_citizen",
                "tier": "pro",
                "billing": "usage",
                "unit": "flat",
                "price": "$9/Hour",
                "monthly_usd": null
              }
            ]
          },
          {
            "billing": "usage",
            "unit": "other_usage",
            "count": 1,
            "offers": [
              {
                "provider": "gleap",
                "tier": "individual",
                "billing": "usage",
                "unit": "other_usage",
                "price": "€0.29 per resolution",
                "monthly_usd": null
              }
            ]
          },
          {
            "billing": "usage",
            "unit": "per_1k_calls",
            "count": 1,
            "offers": [
              {
                "provider": "chatbase",
                "tier": "pro",
                "billing": "usage",
                "unit": "per_1k_calls",
                "price": "$40 per 1000 message credits",
                "monthly_usd": null
              }
            ]
          },
          {
            "billing": "unspecified_period",
            "unit": "flat",
            "count": 22,
            "offers": [
              {
                "provider": "ai_agent_for_loyalty_program_d",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "beam_billing_support",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "chatbase",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom pricing",
                "monthly_usd": null
              },
              {
                "provider": "crafterq_website_ai_agents_tha",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Let's Talk",
                "monthly_usd": null
              },
              {
                "provider": "devreply",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "invent",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "jeff_ai_support_agent",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "nice_customer_service_ai",
                "tier": "team_sme",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "$249 / $0.25",
                "monthly_usd": null
              },
              {
                "provider": "nice_customer_service_ai",
                "tier": "team_sme",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "$249 / $0.25",
                "monthly_usd": null
              },
              {
                "provider": "nice_customer_service_ai",
                "tier": "team_sme",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "$249 / $0.25",
                "monthly_usd": null
              },
              {
                "provider": "nice_customer_service_ai",
                "tier": "team_sme",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "$249 / $0.25",
                "monthly_usd": null
              },
              {
                "provider": "nice_customer_service_ai",
                "tier": "team_sme",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "$249 / $0.25",
                "monthly_usd": null
              },
              {
                "provider": "omago",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "omq_reply",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Price on request",
                "monthly_usd": null
              },
              {
                "provider": "releasedock",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "robylon_ai",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "seaticket",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom Pricing",
                "monthly_usd": null
              },
              {
                "provider": "sendbird_support_agent",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom pricing",
                "monthly_usd": null
              },
              {
                "provider": "streebo_citizen",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact Us for Pricing",
                "monthly_usd": null
              },
              {
                "provider": "watermelon_ai",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact sales",
                "monthly_usd": null
              },
              {
                "provider": "workativ_ai_agent",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "wotnot",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom pricing",
                "monthly_usd": null
              }
            ]
          }
        ],
        "coverage": {
          "priced_providers": 47,
          "normalized_observations": 110,
          "comparable_providers": 44,
          "strict_cohorts": 5,
          "exclusion_reasons": {
            "ambiguous_cadence": 22,
            "usage_not_monthly": 32,
            "unrankable_or_unparseable": 2,
            "one_time": 1,
            "free_or_zero": 4
          }
        }
      }
    },
    "quoteOnlyProvidersByTier": {
      "pro": 1,
      "team_sme": 1,
      "enterprise": 18,
      "individual": 0
    },
    "billingMix": {
      "freemium": 25,
      "free": 1,
      "subscription": 16,
      "usage": 7,
      "contact_sales": 5
    },
    "freeTierShare": 0.48,
    "medianLowestUsd": 32
  },
  "movement": {
    "niche": "customer-support-tier1",
    "sector": "customer-success-support",
    "pricedNow": 45,
    "pairs": 41,
    "repriced": [
      {
        "handle": "chatbase",
        "from": 40,
        "to": 32,
        "pct": -20
      },
      {
        "handle": "uttar",
        "from": 1.02,
        "to": 1.04,
        "pct": 2
      },
      {
        "handle": "gleap",
        "from": 166.86,
        "to": 166.59,
        "pct": -0.2
      },
      {
        "handle": "minimal_ai",
        "from": 547.62,
        "to": 546.72,
        "pct": -0.2
      },
      {
        "handle": "watermelon_ai",
        "from": 28,
        "to": 27.95,
        "pct": -0.2
      },
      {
        "handle": "muninx",
        "from": 10.08,
        "to": 10.06,
        "pct": -0.2
      }
    ],
    "newlyPriced": [
      "jeff_ai_support_agent",
      "releasedock",
      "freshworks_ai_platform"
    ],
    "droppedFromPriced": [],
    "likeForLikePct": -0.5,
    "kind": "mixed",
    "narrative": "Repricing + composition: 6 agents repriced — 1 up, 5 down; 3 newly published pricing."
  },
  "index_series": {
    "series": [
      {
        "day": "2026-09-16",
        "index": 98.554,
        "pairs": 73,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-17",
        "index": 98.554,
        "pairs": 75,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-18",
        "index": 98.554,
        "pairs": 78,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-19",
        "index": 98.554,
        "pairs": 78,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-20",
        "index": 98.554,
        "pairs": 76,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-21",
        "index": 98.554,
        "pairs": 76,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-22",
        "index": 98.554,
        "pairs": 76,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-23",
        "index": 98.554,
        "pairs": 76,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-24",
        "index": 98.554,
        "pairs": 76,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-25",
        "index": 98.554,
        "pairs": 76,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-26",
        "index": 98.554,
        "pairs": 68,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-27",
        "index": 98.554,
        "pairs": 61,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-28",
        "index": 98.554,
        "pairs": 63,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-29",
        "index": 98.554,
        "pairs": 63,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-30",
        "index": 98.554,
        "pairs": 68,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-01",
        "index": 98.554,
        "pairs": 70,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-02",
        "index": 98.554,
        "pairs": 67,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-03",
        "index": 98.554,
        "pairs": 68,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-04",
        "index": 98.554,
        "pairs": 71,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-05",
        "index": 98.554,
        "pairs": 70,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-06",
        "index": 98.554,
        "pairs": 70,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-07",
        "index": 98.554,
        "pairs": 66,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-08",
        "index": 98.569,
        "pairs": 67,
        "dayChangePct": 0.02
      },
      {
        "day": "2026-10-09",
        "index": 98.569,
        "pairs": 69,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-10",
        "index": 98.569,
        "pairs": 73,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-11",
        "index": 98.569,
        "pairs": 73,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-12",
        "index": 98.569,
        "pairs": 71,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-13",
        "index": 98.569,
        "pairs": 71,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-14",
        "index": 98.569,
        "pairs": 71,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-15",
        "index": 98.569,
        "pairs": 70,
        "dayChangePct": 0
      }
    ],
    "latest": 98.569,
    "day_change_pct": 0,
    "methodology": "Chained daily price index, base 100 on the first priced scan day (29 Jun 2026). The overall index is the COMPOSITE of the four buyer-tier indices (individual / pro / team&sme / enterprise): each day it moves by the equal-weighted average of the tiers' moves. Each tier index is like-for-like — only agents priced on both consecutive scan days (per-agent ratios, geometric mean, clipped to [0.2, 5]) — so composition changes (agents revealing or hiding prices) can never move it."
  },
  "top_agents": [
    {
      "agent_id": "chat_thing",
      "name": "Chat Thing",
      "url": "https://chatthing.ai/",
      "short_summary": "answers customer support questions on websites using a custom AI chatbot trained on the user's own content",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Basic",
            "monthly_native": 14,
            "monthly_usd": 14,
            "commitment": "monthly",
            "basis": "$14/month",
            "billing_verified": true
          },
          "annual_option": {
            "line": "Basic (annual billing)",
            "monthly_equivalent_native": 11.67,
            "total_native": 140.04
          },
          "currency": "USD",
          "notes": [
            "add-ons / components (not a whole-product price): Shared voice pack $10/month per 60 minutes; Phone number $5/month each; Message tokens add-on $250/yr; Storage tokens add-on $50/yr; Extra bot $80/yr"
          ],
          "lines": [
            {
              "name": "Free",
              "price": "$0/ mo",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "Basic",
              "price": "$14",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Basic (annual billing)",
              "price": "$11.67 /mo billed yearly",
              "kind": "base_subscription",
              "billed": "annually"
            },
            {
              "name": "Standard",
              "price": "$49",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Standard (annual billing)",
              "price": "$40.83 /mo billed yearly",
              "kind": "base_subscription",
              "billed": "annually"
            },
            {
              "name": "Pro",
              "price": "$99",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Pro (annual billing)",
              "price": "$82.50 /mo billed yearly",
              "kind": "base_subscription",
              "billed": "annually"
            },
            {
              "name": "Enterprise",
              "price": "$299",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Enterprise (annual billing)",
              "price": "$249.17 /mo billed yearly",
              "kind": "base_subscription",
              "billed": "annually"
            },
            {
              "name": "Shared voice pack",
              "price": "$10/month per 60 minutes",
              "kind": "add_on",
              "billed": "monthly"
            },
            {
              "name": "Phone number",
              "price": "$5/month each",
              "kind": "add_on",
              "billed": "monthly"
            },
            {
              "name": "Message tokens add-on",
              "price": "$250/yr",
              "kind": "add_on",
              "billed": "annually"
            },
            {
              "name": "Storage tokens add-on",
              "price": "$50/yr",
              "kind": "add_on",
              "billed": "annually"
            },
            {
              "name": "Extra bot",
              "price": "$80/yr",
              "kind": "add_on",
              "billed": "annually"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 14,
        "monthly_usd": 14,
        "headline": "Free plan; paid from $14/mo; $11.67/mo equivalent billed annually",
        "summary": "Free plan; paid from $14/mo; $11.67/mo equivalent billed annually. Chat Thing offers a free tier, four paid monthly plans from $14 to $299, annual-billing discounts, and separately priced voice and usage add-ons."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "cosupport_ai",
      "name": "CoSupport.ai Customer Support Solution",
      "url": "https://cosupport.ai/",
      "short_summary": "Automates customer support by resolving repetitive support tickets across chat, email and voice; also drafts replies and assists human agents",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Server-based",
            "monthly_native": 99,
            "monthly_usd": 99,
            "commitment": "monthly",
            "basis": "$99/month",
            "billing_verified": true
          },
          "rates": [
            {
              "line": "Resolution-based",
              "per": "per ticket",
              "text": "$0.19 per ticket"
            },
            {
              "line": "Response-based",
              "per": "per response",
              "text": "$0.04 per response"
            }
          ],
          "currency": "USD",
          "lines": [
            {
              "name": "Resolution-based",
              "price": "$0.19 / resolved ticket",
              "kind": "usage_rate",
              "unit": "ticket",
              "billed": "usage"
            },
            {
              "name": "Server-based",
              "price": "$99 / mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Response-based",
              "price": "$0.04 / response",
              "kind": "usage_rate",
              "unit": "response",
              "billed": "usage"
            }
          ]
        },
        "observed": true,
        "billing": "usage",
        "lowest_monthly_usd": 99,
        "monthly_usd": 99,
        "headline": "From $99/mo",
        "summary": "From $99/mo. CoSupport AI offers outcome-based pricing from $0.19 per resolved ticket, a $99/month unlimited-response plan, or response-based pricing from $0.04 per AI reply."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "fini_labs",
      "name": "AI Chat Automation",
      "url": "https://usefini.com/guides/best-ai-chat-automation-shopify-plus-order-tracking-returns-exchanges",
      "short_summary": "Automates AI chat support for Shopify Plus brands, resolving order tracking, returns, and exchanges across chat, email, and SMS",
      "price": {
        "commercial": {
          "rates": [
            {
              "line": "Growth",
              "per": "per ticket",
              "text": "$0.89 per ticket"
            },
            {
              "line": "Scale",
              "per": "per ticket",
              "text": "$0.69 per ticket"
            },
            {
              "line": "Enterprise",
              "per": "per ticket",
              "text": "$0.49 per ticket"
            }
          ],
          "currency": "USD",
          "lines": [
            {
              "name": "Growth",
              "price": "$0.89/resolved ticket",
              "kind": "usage_rate",
              "unit": "ticket",
              "billed": "usage"
            },
            {
              "name": "Scale",
              "price": "$0.69/resolved ticket",
              "kind": "usage_rate",
              "unit": "ticket",
              "billed": "usage"
            },
            {
              "name": "Enterprise",
              "price": "$0.49/resolved ticket",
              "kind": "usage_rate",
              "unit": "ticket",
              "billed": "usage"
            }
          ]
        },
        "observed": true,
        "billing": "usage",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "$0.89 per ticket; $0.69 per ticket (usage-based)",
        "summary": "$0.89 per ticket; $0.69 per ticket (usage-based). Fini AI charges per fully resolved ticket at $0.89, $0.69, or $0.49 depending on plan, with monthly ticket allowances and no per-seat fees."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "forethought_ai",
      "name": "Forethought AI Platform",
      "url": "https://forethought.ai/",
      "short_summary": "Automates and resolves customer support tickets end-to-end across channels; classifies/routes tickets, surfaces insights, assists human agents, and scores agen…",
      "price": {
        "commercial": {
          "currency": "USD",
          "lines": [
            {
              "name": "Team",
              "price": "",
              "kind": "unknown"
            },
            {
              "name": "Professional",
              "price": "",
              "kind": "unknown"
            },
            {
              "name": "Enterprise",
              "price": "",
              "kind": "unknown"
            }
          ]
        },
        "observed": true,
        "billing": "contact_sales",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Contact sales (no public price)",
        "summary": "Contact sales (no public price). Forethought offers three tiered plans (Team, Professional, Enterprise) with features listed but no public pricing; customers must request a quote."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "github_laoning666synologychatb",
      "name": "Github Laoning666synologychatb",
      "url": "https://github.com/laoning666/synology-chat-bot",
      "short_summary": "Acts as an AI chatbot within Synology Chat, enabling users to have context-aware conversations with AI models (e.g. GPT) directly in Synology Chat",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing is shown for this open-source Synology Chat AI Assistant repository."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "gleap",
      "name": "Gleap",
      "url": "https://www.gleap.io/",
      "short_summary": "Resolves support tickets, investigates and routes issues, collects and prioritizes feedback, plans product work via a roadmap, and turns confirmed bugs/approve…",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Team",
            "monthly_native": 149,
            "monthly_usd": 166.77,
            "commitment": "monthly",
            "basis": "€149/month",
            "billing_verified": true
          },
          "rates": [
            {
              "line": "Kai Support usage",
              "per": "per resolution",
              "text": "€0.29 per resolution"
            }
          ],
          "currency": "EUR",
          "notes": [
            "prices in EUR as published; USD figures are conversions at 2026-10-14"
          ],
          "lines": [
            {
              "name": "Free",
              "price": "€0/mo",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "Team",
              "price": "€149/mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Pro",
              "price": "€299/mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Enterprise",
              "price": "€999/mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Kai Support usage",
              "price": "€0.29 per resolution",
              "kind": "usage_rate",
              "unit": "resolution",
              "billed": "usage"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 166.77,
        "monthly_usd": 166.77,
        "headline": "Free plan; paid from €149/mo",
        "summary": "Free plan; paid from €149/mo. Gleap offers a permanent free tier, paid Team and Pro plans shown at €149/mo and €299/mo with yearly billing, Enterprise from €999/mo, and €0.29 per Kai Support resolution."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "install_on_gorgias",
      "name": "Install On Gorgias",
      "url": "https://gorgias.com/apps/ticket-assistant-by-yuma-ai",
      "short_summary": "Autonomously resolves e-commerce customer support tickets end-to-end (WISMO, order cancellations, return requests, subscription management)",
      "price": {
        "commercial": {
          "currency": "USD",
          "lines": []
        },
        "observed": true,
        "billing": "contact_sales",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Contact sales (no public price)",
        "summary": "Contact sales (no public price). Yuma AI pricing is not publicly displayed; contact sales required."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "sendbird_support_agent",
      "name": "AI-powered live chat support software",
      "url": "https://sendbird.com/products/chat-messaging/customer-support",
      "short_summary": "Provides AI-powered customer support chat: handles inquiries, drafts context-aware replies, summarizes conversations, routes tickets, and escalates to human ag…",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Starter 5K",
            "monthly_native": 349,
            "monthly_usd": 349,
            "commitment": "annual",
            "basis": "$349/month, billed annually (annual commitment)"
          },
          "currency": "USD",
          "lines": [
            {
              "name": "Free trial",
              "price": "Free",
              "kind": "trial"
            },
            {
              "name": "Starter 5K",
              "price": "$349/month (billed annually) or $399/month (billed monthly)",
              "kind": "base_subscription",
              "billed": "annually"
            },
            {
              "name": "Pro 5K",
              "price": "$499/month (billed annually) or $599/month (billed monthly)",
              "kind": "base_subscription",
              "billed": "annually"
            },
            {
              "name": "Enterprise",
              "price": "Custom pricing",
              "kind": "custom"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 349,
        "monthly_usd": 349,
        "headline": "From $349/mo (annual commitment)",
        "summary": "From $349/mo (annual commitment). Sendbird Chat offers a free trial, then paid plans starting at $349/month (annual billing) for up to 1,000 MAUs, with higher tiers and custom enterprise pricing available."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "thoughtwavesoft_ai",
      "name": "AI Case Resolution Copilot",
      "url": "https://thoughtwavesoft.com/resources/case-studies/retail-safety-cs-agent-twss",
      "short_summary": "AI case-resolution copilot that ingests customer service cases, classifies intent, retrieves grounded answers, and drafts confidence-scored responses with cita…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public price found on the vendor site."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "workativ_ai_agent",
      "name": "Workativ AI Agent",
      "url": "https://workativ.com/ai-agent/it-support-chatbot",
      "short_summary": "Automates IT helpdesk support tasks such as password resets, account unlocks, access provisioning, software requests, ticket creation/routing, VPN troubleshoot…",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Business",
            "monthly_native": 349,
            "monthly_usd": 349,
            "commitment": "monthly",
            "basis": "$349/month",
            "billing_verified": false,
            "billing_note": "the pricing page has a \"Monthly Yearly (Save 15 %)\" toggle and only one state was captured; this may be the annual-billing rate, so the month-to-month price is not verified"
          },
          "currency": "USD",
          "notes": [
            "billing period unverified: the pricing page has a \"Monthly Yearly (Save 15 %)\" toggle and only one state was captured; this may be the annual-billing rate, so the month-to-month price is not verified"
          ],
          "lines": [
            {
              "name": "Business",
              "price": "$349/month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Enterprise",
              "price": "Custom",
              "kind": "custom"
            }
          ]
        },
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 349,
        "monthly_usd": 349,
        "headline": "From $349/mo (billing period unverified: page has a Monthly/Annual toggle)",
        "summary": "From $349/mo (billing period unverified: page has a Monthly/Annual toggle). Workativ lists a Business plan at $349/month and a custom-priced Enterprise plan, with yearly billing advertised as saving 15% but no annual price shown."
      },
      "evidence_quality": "high",
      "upvotes": 0
    }
  ],
  "platforms_also_here": [
    {
      "agent_id": "adobe_agent_orchestrator",
      "name": "Adobe Agent Orchestrator",
      "url": "https://business.adobe.com/products/experience-platform/agent-orchestrator.html",
      "short_summary": "Enterprise agent orchestration platform from Adobe Experience Platform for coordinating and managing AI agents in business workflows and customer experience au…",
      "price": {
        "observed": false,
        "billing": "failed_to_load",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public price found on the vendor site."
      },
      "home_niche": "agent-orchestration-platform",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "agentic_banking",
      "name": "Agentic Banking",
      "url": "https://thisisbud.com/en-us/agentic",
      "short_summary": "Automates banking operations and consumer finances using agentic AI, turning objectives into actions across the bank's middle/back office and managing consumer…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public price found on the vendor site."
      },
      "home_niche": "banking-automation",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "chatbotkit",
      "name": "Chatbotkit",
      "url": "https://chatbotkit.com",
      "short_summary": "Platform for building and deploying AI agents across websites, apps, and messaging platforms (Slack, Discord, WhatsApp). Includes multi-model support, custom k…",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Basic",
            "monthly_native": 25,
            "monthly_usd": 25,
            "commitment": "monthly",
            "basis": "$25 per per/month × 1",
            "billing_verified": true
          },
          "currency": "USD",
          "lines": [
            {
              "name": "Basic",
              "price": "$25 / per month",
              "kind": "base_subscription",
              "unit": "per",
              "billed": "monthly"
            },
            {
              "name": "Pro",
              "price": "$65 / per month",
              "kind": "base_subscription",
              "unit": "per",
              "billed": "monthly"
            },
            {
              "name": "Scale",
              "price": "$365 / per month",
              "kind": "base_subscription",
              "unit": "per",
              "billed": "monthly"
            }
          ]
        },
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 25,
        "monthly_usd": 25,
        "headline": "From $25/mo ($25 per per/month × 1)",
        "summary": "From $25/mo ($25 per per/month × 1). ChatBotKit offers monthly Basic, Pro, and Scale subscriptions priced at $25, $65, and $365 respectively."
      },
      "home_niche": "ai-copilot-platform",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "customer_io",
      "name": "Customer Io",
      "url": "https://www.customer.io/",
      "short_summary": "Customer engagement platform with AI Agent for automated campaign creation, audience segmentation, and personalized messaging across email, SMS, push, and in-a…",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Essentials",
            "monthly_native": 100,
            "monthly_usd": 100,
            "commitment": "monthly",
            "basis": "$100/month",
            "billing_verified": true
          },
          "currency": "USD",
          "lines": [
            {
              "name": "Essentials",
              "price": "$100 per month / billed monthly",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Premium",
              "price": "$1,000 per month / billed yearly",
              "kind": "base_subscription",
              "billed": "annually"
            },
            {
              "name": "Enterprise",
              "price": "Let's talk",
              "kind": "unknown"
            }
          ]
        },
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 100,
        "monthly_usd": 100,
        "headline": "From $100/mo",
        "summary": "From $100/mo. Customer.io offers Essentials from $100 per month billed monthly, Premium from $1,000 per month billed yearly, and custom-priced Enterprise plans."
      },
      "home_niche": "email-marketing-personalisation",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "helloam",
      "name": "Helloam",
      "url": "https://helloam.bot",
      "short_summary": "Local AI assistant that runs on your device to handle support triage, code tasks, ticket resolution, and team operations 24/7. Autonomous digital worker for sm…",
      "price": {
        "commercial": {
          "currency": "USD",
          "lines": [
            {
              "name": "Free and open source",
              "price": "0USD",
              "kind": "free",
              "billed": "monthly"
            }
          ]
        },
        "observed": true,
        "billing": "free",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Free",
        "summary": "Free. HelloAm is presented as a free, open-source local AI assistant, with no paid plan or billing period publicly shown."
      },
      "home_niche": "ai-virtual-employee",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "ibl_ai",
      "name": "Ibl Ai",
      "url": "https://ibl.ai/resources/enterprise/retail-ecommerce",
      "short_summary": "Deploys autonomous AI agents for retail/e-commerce that monitor inventory, coordinate logistics/supply chain, train frontline staff, analyze customer churn, co…",
      "price": {
        "commercial": {
          "currency": "USD",
          "lines": [
            {
              "name": "Self-serve",
              "price": "$0",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "Pilot",
              "price": "$15,000",
              "kind": "one_off",
              "billed": "one_off"
            },
            {
              "name": "Integration & Deployment",
              "price": "$25,000",
              "kind": "one_off",
              "billed": "one_off"
            },
            {
              "name": "Codebase Transfer + Custom AI Engineering",
              "price": "custom quote",
              "kind": "custom"
            }
          ]
        },
        "observed": true,
        "billing": "one-time",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Free; Pilot $15,000 (one-time)",
        "summary": "Free; Pilot $15,000 (one-time). ibl.ai offers a free-start rechargeable-credit path plus one-time pilots and deployments from $15,000, while codebase transfer and custom engineering require a quote."
      },
      "home_niche": "vertical-ai-agent-platform",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "infobip_agentos_cdp",
      "name": "Infobip Agentos Cdp",
      "url": "https://infobip.com/agentos/customer-data-platform",
      "short_summary": "Enterprise customer data platform that unifies conversational customer data across all channels, integrating AI agents, chatbots, contact centers, and marketin…",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Platform fee",
            "monthly_native": 530,
            "monthly_usd": 530,
            "commitment": "monthly",
            "basis": "$530/month",
            "billing_verified": true
          },
          "rates": [
            {
              "line": "Processing fee",
              "per": "per message",
              "text": "$0.07 per message"
            }
          ],
          "currency": "USD",
          "lines": [
            {
              "name": "Platform fee",
              "price": "$530/month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Processing fee",
              "price": "$0.07456/message",
              "kind": "usage_rate",
              "unit": "message",
              "billed": "usage"
            },
            {
              "name": "Inbound messages",
              "price": "Free",
              "kind": "unknown"
            }
          ]
        },
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 530,
        "monthly_usd": 530,
        "headline": "From $530/mo",
        "summary": "From $530/mo. AgentOS starts at $530/month for the platform, with an additional processing fee starting at $0.07456 per outbound message and separate CPaaS delivery charges."
      },
      "home_niche": "ai-customer-data-platform",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "intercom_developers",
      "name": "Intercom Developers",
      "url": "https://developers.intercom.com/",
      "short_summary": "provides a developer platform to build apps and custom integrations that extend Intercom's customer service/communication features",
      "price": {
        "commercial": {
          "currency": "USD",
          "lines": [
            {
              "name": "Development workspace",
              "price": "Free",
              "kind": "free",
              "billed": "monthly"
            }
          ]
        },
        "observed": true,
        "billing": "free",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Free",
        "summary": "Free. Intercom for Developers offers a free development workspace for testing and publishing apps, with no paid pricing publicly shown."
      },
      "home_niche": "developer-portal-api-docs",
      "also_covers": true,
      "upvotes": 0
    }
  ],
  "page_url": "https://agentery.com/market/customer-support-tier1",
  "summary": {
    "niche": "customer-support-tier1",
    "sector": "customer-success-support",
    "pricing_by_provider_type": {
      "headline": "Prices differ by provider type and buyer tier — no blended headline is used. Strongest cohort: Agents · Pro median $94/mo (22 providers). See benchmarks_by_provider_type_and_tier for the full matrix.",
      "benchmarks": [
        {
          "provider_type": "agent",
          "provider_type_label": "Agents",
          "buyer_tier": "pro",
          "buyer_tier_label": "Pro",
          "pricing_unit": "flat",
          "pricing_unit_label": "flat monthly",
          "comparable_provider_count": 22,
          "reliability": "high",
          "median": 94,
          "p25": 49,
          "p75": 123.75,
          "status": "ok"
        },
        {
          "provider_type": "agent",
          "provider_type_label": "Agents",
          "buyer_tier": "individual",
          "buyer_tier_label": "Individual",
          "pricing_unit": "flat",
          "pricing_unit_label": "flat monthly",
          "comparable_provider_count": 19,
          "reliability": "high",
          "median": 29,
          "p25": 17,
          "p75": 83.3,
          "status": "ok"
        },
        {
          "provider_type": "agent",
          "provider_type_label": "Agents",
          "buyer_tier": "team_sme",
          "buyer_tier_label": "Team / SME",
          "pricing_unit": "flat",
          "pricing_unit_label": "flat monthly",
          "comparable_provider_count": 17,
          "reliability": "high",
          "median": 302.1,
          "p25": 180,
          "p75": 499,
          "status": "ok"
        },
        {
          "provider_type": "mcp",
          "provider_type_label": "MCP servers",
          "buyer_tier": "pro",
          "buyer_tier_label": "Pro",
          "pricing_unit": "flat",
          "pricing_unit_label": "flat monthly",
          "comparable_provider_count": 7,
          "reliability": "medium",
          "median": 47,
          "p25": 22.09,
          "p75": 61.5,
          "status": "ok"
        },
        {
          "provider_type": "agent",
          "provider_type_label": "Agents",
          "buyer_tier": "enterprise",
          "buyer_tier_label": "Enterprise",
          "pricing_unit": "flat",
          "pricing_unit_label": "flat monthly",
          "comparable_provider_count": 5,
          "reliability": "medium",
          "median": 1138.86,
          "p25": 299,
          "p75": 1250,
          "status": "ok"
        },
        {
          "provider_type": "mcp",
          "provider_type_label": "MCP servers",
          "buyer_tier": "team_sme",
          "buyer_tier_label": "Team / SME",
          "pricing_unit": "flat",
          "pricing_unit_label": "flat monthly",
          "comparable_provider_count": 5,
          "reliability": "medium",
          "median": 199,
          "p25": 132.42,
          "p75": 200,
          "status": "ok"
        },
        {
          "provider_type": "mcp",
          "provider_type_label": "MCP servers",
          "buyer_tier": "individual",
          "buyer_tier_label": "Individual",
          "pricing_unit": "flat",
          "pricing_unit_label": "flat monthly",
          "comparable_provider_count": 2,
          "reliability": "low",
          "median": null,
          "p25": null,
          "p75": null,
          "status": "observed_offers_only",
          "observed_offers": [
            10,
            39
          ]
        }
      ],
      "warnings": [],
      "full_pricing_via": {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "customer-support-tier1"
        },
        "note": "add provider_type + buyer_tier for a specific cohort"
      }
    },
    "page_url": "https://agentery.com/market/customer-support-tier1",
    "counts": {
      "listings_with_price_capture": 105,
      "listings_with_observed_public_price": 54,
      "providers_with_numeric_monthly_price_latest_scan": 45,
      "like_for_like_comparable_pairs": 41
    },
    "movement": {
      "d": {
        "published": false,
        "value_pct": null,
        "held_reason": null
      },
      "w": {
        "published": false,
        "value_pct": null,
        "held_reason": null
      },
      "m": {
        "published": false,
        "value_pct": null,
        "held_reason": null
      }
    },
    "pricing_version": "cohorts-1",
    "pricing_status": "ok",
    "pricing_by_tier": [
      {
        "tier": "individual",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 32,
        "provider_count": 21,
        "plan_observation_count": 24,
        "data_confidence": 1,
        "data_confidence_basis": {
          "provider_component": 1,
          "observation_component": 1,
          "provider_count": 21,
          "plan_observation_count": 24
        },
        "reliability": "high",
        "members": [
          {
            "provider": "uttar",
            "usd": 1.04
          },
          {
            "provider": "jeff_ai_support_agent",
            "usd": 8.33
          },
          {
            "provider": "cenra",
            "usd": 9
          },
          {
            "provider": "userport",
            "usd": 10
          },
          {
            "provider": "chat_thing",
            "usd": 14
          },
          {
            "provider": "reve_chat_ai_agent",
            "usd": 14.99
          },
          {
            "provider": "releasedock",
            "usd": 19
          },
          {
            "provider": "seaticket",
            "usd": 25
          },
          {
            "provider": "freddy_ai_copilot_overview",
            "usd": 29
          },
          {
            "provider": "crafterq_website_ai_agents_tha",
            "usd": 29
          },
          {
            "provider": "chatbase",
            "usd": 32
          },
          {
            "provider": "inboxpilot",
            "usd": 39
          },
          {
            "provider": "support_agent",
            "usd": 39
          },
          {
            "provider": "docsbot",
            "usd": 49
          },
          {
            "provider": "wotnot",
            "usd": 64
          },
          {
            "provider": "nice_customer_service_ai",
            "usd": 67.59
          },
          {
            "provider": "ai_agent_for_loyalty_program_d",
            "usd": 99
          },
          {
            "provider": "watermelon_ai",
            "usd": 112.86
          },
          {
            "provider": "sendbird_support_agent",
            "usd": 349
          },
          {
            "provider": "yuma_ai",
            "usd": 1200
          },
          {
            "provider": "omq_reply",
            "usd": 1995
          }
        ],
        "p25": 14.99,
        "p75": 67.59
      },
      {
        "tier": "individual",
        "currency": "USD",
        "period": "month",
        "unit": "per_agent",
        "median": 17.56,
        "provider_count": 2,
        "plan_observation_count": 2,
        "data_confidence": 0.15,
        "data_confidence_basis": {
          "provider_component": 0.17,
          "observation_component": 0.1,
          "provider_count": 2,
          "plan_observation_count": 2
        },
        "reliability": "low",
        "members": [
          {
            "provider": "freshworks_ai_platform",
            "usd": 15.74
          },
          {
            "provider": "muninx",
            "usd": 19.38
          }
        ]
      },
      {
        "tier": "pro",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 74,
        "provider_count": 28,
        "plan_observation_count": 36,
        "data_confidence": 1,
        "data_confidence_basis": {
          "provider_component": 1,
          "observation_component": 1,
          "provider_count": 28,
          "plan_observation_count": 36
        },
        "reliability": "high",
        "members": [
          {
            "provider": "streebo_citizen",
            "usd": 10
          },
          {
            "provider": "asking_mcp",
            "usd": 16.67
          },
          {
            "provider": "singchat",
            "usd": 20
          },
          {
            "provider": "deskcrew_support",
            "usd": 24.17
          },
          {
            "provider": "robylon_ai",
            "usd": 25
          },
          {
            "provider": "cenra",
            "usd": 29
          },
          {
            "provider": "agentcall",
            "usd": 29
          },
          {
            "provider": "freddy_ai_copilot_overview",
            "usd": 35
          },
          {
            "provider": "userport",
            "usd": 47
          },
          {
            "provider": "devreply",
            "usd": 49
          },
          {
            "provider": "duckie",
            "usd": 49
          },
          {
            "provider": "releasedock",
            "usd": 49
          },
          {
            "provider": "beam_billing_support",
            "usd": 50
          },
          {
            "provider": "chat_thing",
            "usd": 74
          },
          {
            "provider": "recursive_support",
            "usd": 74
          },
          {
            "provider": "typewise",
            "usd": 89
          },
          {
            "provider": "omago",
            "usd": 99
          },
          {
            "provider": "cosupport_ai",
            "usd": 99
          },
          {
            "provider": "intercom_operator",
            "usd": 100
          },
          {
            "provider": "seaticket",
            "usd": 100
          },
          {
            "provider": "chatbase",
            "usd": 120
          },
          {
            "provider": "hiroai",
            "usd": 125
          },
          {
            "provider": "support_agent",
            "usd": 139
          },
          {
            "provider": "docsbot",
            "usd": 149
          },
          {
            "provider": "watermelon_ai",
            "usd": 226.86
          },
          {
            "provider": "wotnot",
            "usd": 299
          },
          {
            "provider": "gleap",
            "usd": 340.86
          },
          {
            "provider": "sendbird_support_agent",
            "usd": 499
          }
        ],
        "p25": 33.5,
        "p75": 121.25
      },
      {
        "tier": "team_sme",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 274,
        "provider_count": 22,
        "plan_observation_count": 30,
        "data_confidence": 1,
        "data_confidence_basis": {
          "provider_component": 1,
          "observation_component": 1,
          "provider_count": 22,
          "plan_observation_count": 30
        },
        "reliability": "high",
        "members": [
          {
            "provider": "invent",
            "usd": 29
          },
          {
            "provider": "reve_chat_ai_agent",
            "usd": 59.99
          },
          {
            "provider": "releasedock",
            "usd": 99
          },
          {
            "provider": "deskcrew_support",
            "usd": 132.42
          },
          {
            "provider": "nice_customer_service_ai",
            "usd": 169
          },
          {
            "provider": "gleap",
            "usd": 169.86
          },
          {
            "provider": "robylon_ai",
            "usd": 180
          },
          {
            "provider": "devreply",
            "usd": 199
          },
          {
            "provider": "singchat",
            "usd": 200
          },
          {
            "provider": "inboxpilot",
            "usd": 249
          },
          {
            "provider": "crafterq_website_ai_agents_tha",
            "usd": 249
          },
          {
            "provider": "macha_ai_copilot",
            "usd": 299
          },
          {
            "provider": "recursive_support",
            "usd": 299
          },
          {
            "provider": "omq_reply",
            "usd": 302.1
          },
          {
            "provider": "ai_agent_for_loyalty_program_d",
            "usd": 349
          },
          {
            "provider": "workativ_ai_agent",
            "usd": 349
          },
          {
            "provider": "watermelon_ai",
            "usd": 454.86
          },
          {
            "provider": "docsbot",
            "usd": 499
          },
          {
            "provider": "seaticket",
            "usd": 500
          },
          {
            "provider": "minimal_ai",
            "usd": 557.46
          },
          {
            "provider": "beam_billing_support",
            "usd": 3990
          },
          {
            "provider": "yuma_ai",
            "usd": 5416.67
          }
        ],
        "p25": 172.4,
        "p75": 428.4
      },
      {
        "tier": "enterprise",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 1138.86,
        "provider_count": 5,
        "plan_observation_count": 13,
        "data_confidence": 0.46,
        "data_confidence_basis": {
          "provider_component": 0.42,
          "observation_component": 0.65,
          "provider_count": 5,
          "plan_observation_count": 13
        },
        "reliability": "medium",
        "members": [
          {
            "provider": "reve_chat_ai_agent",
            "usd": 291.99
          },
          {
            "provider": "chat_thing",
            "usd": 299
          },
          {
            "provider": "gleap",
            "usd": 1138.86
          },
          {
            "provider": "hiroai",
            "usd": 1250
          },
          {
            "provider": "minimal_ai",
            "usd": 2609.46
          }
        ],
        "p25": 299,
        "p75": 1250
      }
    ],
    "pricing_coverage": {
      "listings_with_price_capture": 105,
      "listings_with_observed_public_price": 54,
      "normalized_observations": 110,
      "comparable_providers": 44,
      "strict_cohorts": 5,
      "exclusion_reasons": {
        "ambiguous_cadence": 22,
        "usage_not_monthly": 32,
        "unrankable_or_unparseable": 2,
        "one_time": 1,
        "free_or_zero": 4
      }
    },
    "pricing_note": "Provider-deduped, FX-normalized monthly medians, separated by buyer tier AND billing unit (flat/per_seat/per_user/per_agent) — incompatible units are never blended. Ranges (p25/p75) only at >=5 providers; data_confidence is provider-count-weighted. Usage-metered, promo, range, one-time and ambiguous-cadence plans are excluded.",
    "pricing_excluded_observations": {
      "ambiguous_cadence": 22,
      "usage_not_monthly": 32,
      "unrankable_or_unparseable": 2,
      "one_time": 1,
      "free_or_zero": 4
    },
    "billing_mix": {
      "freemium": 25,
      "free": 1,
      "subscription": 16,
      "usage": 7,
      "contact_sales": 5
    },
    "free_tier_share": 0.48,
    "top_providers": [
      {
        "agent_id": "chat_thing",
        "name": "Chat Thing",
        "price": {
          "commercial": {
            "entry_offer": {
              "line": "Basic",
              "monthly_native": 14,
              "monthly_usd": 14,
              "commitment": "monthly",
              "basis": "$14/month",
              "billing_verified": true
            },
            "annual_option": {
              "line": "Basic (annual billing)",
              "monthly_equivalent_native": 11.67,
              "total_native": 140.04
            },
            "currency": "USD",
            "notes": [
              "add-ons / components (not a whole-product price): Shared voice pack $10/month per 60 minutes; Phone number $5/month each; Message tokens add-on $250/yr; Storage tokens add-on $50/yr; Extra bot $80/yr"
            ],
            "lines": [
              {
                "name": "Free",
                "price": "$0/ mo",
                "kind": "free",
                "billed": "monthly"
              },
              {
                "name": "Basic",
                "price": "$14",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "Basic (annual billing)",
                "price": "$11.67 /mo billed yearly",
                "kind": "base_subscription",
                "billed": "annually"
              },
              {
                "name": "Standard",
                "price": "$49",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "Standard (annual billing)",
                "price": "$40.83 /mo billed yearly",
                "kind": "base_subscription",
                "billed": "annually"
              },
              {
                "name": "Pro",
                "price": "$99",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "Pro (annual billing)",
                "price": "$82.50 /mo billed yearly",
                "kind": "base_subscription",
                "billed": "annually"
              },
              {
                "name": "Enterprise",
                "price": "$299",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "Enterprise (annual billing)",
                "price": "$249.17 /mo billed yearly",
                "kind": "base_subscription",
                "billed": "annually"
              },
              {
                "name": "Shared voice pack",
                "price": "$10/month per 60 minutes",
                "kind": "add_on",
                "billed": "monthly"
              },
              {
                "name": "Phone number",
                "price": "$5/month each",
                "kind": "add_on",
                "billed": "monthly"
              },
              {
                "name": "Message tokens add-on",
                "price": "$250/yr",
                "kind": "add_on",
                "billed": "annually"
              },
              {
                "name": "Storage tokens add-on",
                "price": "$50/yr",
                "kind": "add_on",
                "billed": "annually"
              },
              {
                "name": "Extra bot",
                "price": "$80/yr",
                "kind": "add_on",
                "billed": "annually"
              }
            ]
          },
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 14,
          "monthly_usd": 14,
          "headline": "Free plan; paid from $14/mo; $11.67/mo equivalent billed annually",
          "summary": "Free plan; paid from $14/mo; $11.67/mo equivalent billed annually. Chat Thing offers a free tier, four paid monthly plans from $14 to $299, annual-billing discounts, and separately priced voice and usage add-ons."
        },
        "observed": true
      },
      {
        "agent_id": "cosupport_ai",
        "name": "CoSupport.ai Customer Support Solution",
        "price": {
          "commercial": {
            "entry_offer": {
              "line": "Server-based",
              "monthly_native": 99,
              "monthly_usd": 99,
              "commitment": "monthly",
              "basis": "$99/month",
              "billing_verified": true
            },
            "rates": [
              {
                "line": "Resolution-based",
                "per": "per ticket",
                "text": "$0.19 per ticket"
              },
              {
                "line": "Response-based",
                "per": "per response",
                "text": "$0.04 per response"
              }
            ],
            "currency": "USD",
            "lines": [
              {
                "name": "Resolution-based",
                "price": "$0.19 / resolved ticket",
                "kind": "usage_rate",
                "unit": "ticket",
                "billed": "usage"
              },
              {
                "name": "Server-based",
                "price": "$99 / mo",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "Response-based",
                "price": "$0.04 / response",
                "kind": "usage_rate",
                "unit": "response",
                "billed": "usage"
              }
            ]
          },
          "observed": true,
          "billing": "usage",
          "lowest_monthly_usd": 99,
          "monthly_usd": 99,
          "headline": "From $99/mo",
          "summary": "From $99/mo. CoSupport AI offers outcome-based pricing from $0.19 per resolved ticket, a $99/month unlimited-response plan, or response-based pricing from $0.04 per AI reply."
        },
        "observed": true
      },
      {
        "agent_id": "fini_labs",
        "name": "AI Chat Automation",
        "price": {
          "commercial": {
            "rates": [
              {
                "line": "Growth",
                "per": "per ticket",
                "text": "$0.89 per ticket"
              },
              {
                "line": "Scale",
                "per": "per ticket",
                "text": "$0.69 per ticket"
              },
              {
                "line": "Enterprise",
                "per": "per ticket",
                "text": "$0.49 per ticket"
              }
            ],
            "currency": "USD",
            "lines": [
              {
                "name": "Growth",
                "price": "$0.89/resolved ticket",
                "kind": "usage_rate",
                "unit": "ticket",
                "billed": "usage"
              },
              {
                "name": "Scale",
                "price": "$0.69/resolved ticket",
                "kind": "usage_rate",
                "unit": "ticket",
                "billed": "usage"
              },
              {
                "name": "Enterprise",
                "price": "$0.49/resolved ticket",
                "kind": "usage_rate",
                "unit": "ticket",
                "billed": "usage"
              }
            ]
          },
          "observed": true,
          "billing": "usage",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "$0.89 per ticket; $0.69 per ticket (usage-based)",
          "summary": "$0.89 per ticket; $0.69 per ticket (usage-based). Fini AI charges per fully resolved ticket at $0.89, $0.69, or $0.49 depending on plan, with monthly ticket allowances and no per-seat fees."
        },
        "observed": true
      },
      {
        "agent_id": "forethought_ai",
        "name": "Forethought AI Platform",
        "price": {
          "commercial": {
            "currency": "USD",
            "lines": [
              {
                "name": "Team",
                "price": "",
                "kind": "unknown"
              },
              {
                "name": "Professional",
                "price": "",
                "kind": "unknown"
              },
              {
                "name": "Enterprise",
                "price": "",
                "kind": "unknown"
              }
            ]
          },
          "observed": true,
          "billing": "contact_sales",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "Contact sales (no public price)",
          "summary": "Contact sales (no public price). Forethought offers three tiered plans (Team, Professional, Enterprise) with features listed but no public pricing; customers must request a quote."
        },
        "observed": true
      },
      {
        "agent_id": "github_laoning666synologychatb",
        "name": "Github Laoning666synologychatb",
        "price": {
          "observed": false,
          "billing": "not_found",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "No public price found",
          "summary": "No public pricing is shown for this open-source Synology Chat AI Assistant repository."
        },
        "observed": false
      }
    ],
    "suggested_next_calls": [
      {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "customer-support-tier1"
        },
        "purpose": "full observed price distribution + per-tier medians for this niche"
      },
      {
        "tool": "niche_report",
        "arguments": {
          "niche": "customer-support-tier1",
          "response_mode": "full"
        },
        "purpose": "the complete report incl. index series and tier decomposition"
      },
      {
        "tool": "suggest_alternatives",
        "arguments": {
          "agent_id": "chat_thing"
        },
        "purpose": "comparable (optionally cheaper) providers to a named agent"
      },
      {
        "tool": "get_agent_profile",
        "arguments": {
          "agent_id": "chat_thing"
        },
        "purpose": "full profile, integrations and pricing for one provider"
      }
    ]
  }
}
Full market

46 providers, one sortable view

Dense enough for many listings; progressive disclosure keeps mobile usable.

ProviderTypeFromVs niche medianLiveness
Chat Thinganswers customer support questions on websites using a custom AI chatbot trained on the user's own content
agent$14from / mo81.1% below88% liveagent81.1% below median88% live
CoSupport.ai Customer Support SolutionAutomates customer support by resolving repetitive support tickets across chat, email and voice; also drafts replies and assists human agents
agent$99from / mo33.8% above88% liveagent33.8% above median88% live
GleapResolves support tickets, investigates and routes issues, collects and prioritizes feedback, plans product work via a roadmap, and turns confirmed bugs/approve…
mcp$166.77from / mo125.4% above88% livemcp125.4% above median88% live
AI-powered live chat support softwareProvides AI-powered customer support chat: handles inquiries, drafts context-aware replies, summarizes conversations, routes tickets, and escalates to human ag…
agent$349from / mo371.6% above88% liveagent371.6% above median88% live
Workativ AI AgentAutomates IT helpdesk support tasks such as password resets, account unlocks, access provisioning, software requests, ticket creation/routing, VPN troubleshoot…
agent$349from / mo371.6% above100% liveagent371.6% above median100% live
Agent ChannelsProvides a single AI agent across customer and employee channels (voice, chat, messaging, email, internal tools) to route, resolve, and escalate interactions a…
agentFreefree to use—88% liveagent88% live
Ai Agent For Loyalty Program DManages customer loyalty program queries—checks point balances, suggests rewards, notifies tier upgrades, automates reward redemption, resolves program FAQs, a…
agent$99from / mo33.8% above88% liveagent33.8% above median88% live
Asking**Asking MCP** connects AI assistants — Claude, ChatGPT, Cursor and more — to your [Asking](https://asking.com.br) customer support through a secured OAuth con…
mcp$16.67from / mo77.5% below88% livemcp77.5% below median88% live
Billing Support AI Agentresolves customer billing questions, accesses account history, explains charges, and processes adjustments
agent$50from / mo32.4% below88% liveagent32.4% below median88% live
CanhelptoCustomer support for companies that ship an MCP server. Work your canhelpto support inbox from your agent: list and read tickets, see the connector context a v…
mcp$54.85from / mo25.9% belowlivemcp25.9% below medianlive
CrafterQProvides AI chatbot for OTT video apps that delivers personalized content recommendations, answers viewer questions, troubleshoots playback/device/login issues…
agent$29from / mo60.8% below88% liveagent60.8% below median88% live
Deskcrew Support**Agent-native helpdesk.** AI agents operate a support desk over MCP and **pay per action in USDC via x402** (HTTP 402) — no account, no API key. Reads (KB/cha…
mcp$24.17from / mo67.3% below88% livemcp67.3% below median88% live
DevreplyIn-app support chat for mobile and web apps, run by your agent. Native SDKs for iOS (SwiftUI), Android (Compose), React Native/Expo and the web: users DM the d…
mcp$49from / mo33.8% below88% livemcp33.8% below median88% live
Duckieresolves customer support tickets end-to-end autonomously, including refunds, invoices, order tracking, account updates, password resets, subscription changes,…
agent$49from / mo33.8% below88% liveagent33.8% below median88% live
Freddy Ai Copilot OverviewAssists IT and business service desk agents by summarising tickets, suggesting replies, autofilling fields, surfacing similar tickets, generating resolution no…
agent$35from / mo52.7% below88% liveagent52.7% below median88% live
Freddy Agentic AI PlatformAutonomously manages and resolves customer support issues end-to-end, including completing actions like order management, flight rescheduling, account verifica…
agent$15.73from / mo78.7% below88% liveagent78.7% below median88% live
OperatorManages customer support operations: analyzes support data, maintains help content, debugs and configures Fin AI, builds automation, and manages human support…
agent$100from / mo35.1% above88% liveagent35.1% above median88% live
InventInvent is a workspace for customer conversations: one inbox for WhatsApp, Instagram, Messenger, email and web chat, plus contacts, AI assistants, broadcasts an…
mcp$29from / mo60.8% below88% livemcp60.8% below median88% live
Jeff AI Support AgentOrchestrates AI agents for customer service across chat, email, voice, and tickets — resolving inquiries, routing tickets, handling returns/billing, and escala…
agent$8333.33from / mo11161.3% above100% liveagent11161.3% above median100% live
Job Postingsprovides access to global job posting data via API, datafeeds, and datasets for market, sales, recruitment, and competitive intelligence
agent$400from / mo440.5% above100% liveagent440.5% above median100% live
AI Copilot for Zendesksummarizes and analyzes Zendesk support tickets to surface context, sentiment, key issues, actions taken, and open questions
agent$299from / mo304.1% above88% liveagent304.1% above median88% live
Minimal AiAutomates and resolves e-commerce customer support tickets end-to-end across channels
agent$547.33from / mo639.6% above88% liveagent639.6% above median88% live
MuninxConnect your AI client to MuninX, the simple help desk for small teams. MuninX MCP lets authenticated users inspect tickets, create and update tickets, read an…
mcp$19.03from / mo74.3% below88% livemcp74.3% below median88% live
RSRecursive Support Agentanswers customer questions using existing documentation
mcp$49from / mo33.8% below88% livemcp33.8% below median88% live
Showing only providers with a published price or a free plan. $29 = lowest observed monthly · Free = free to use · Free tier = free plan + paid options.