~ · home · consumer-personal ai-shopping-assistant · 75

AI Shopping Assistant

Query this niche via MCPniche_report({ niche: "ai-shopping-assistant" })
active marketmarket pulse 48/100commercial money present2 new builders in 30d75 listings
basis: all observed monthly plans · commercial-form-v2
Agents · median
$199/mo
$49–$249 middle half · 6 providers
MCP servers · median
$10/mo
$10–$10 middle half · 16 providers
19.9×

Agents cost 19.9× MCPs across all tiers — median $199 vs $10. Two different markets; a blended figure would mislead either buyer.

All plansAgents vs MCPs

each dot = one provider · log scale
Agents $199
Buywhere Product Catalog · $29
buyscout · $49
agorio · $19
cartagent · $49
Buywhere Product Catalog · $99
buyscout · $249
mirrago · $599
kifly · $199
cartagent · $199
mirrago · $249
buyscout · $314
MCP servers $10
Secondsim Mcp Server · $7
Perfume Picks · $10
Amazon Affiliate Mcp · $10
pcexpress · $10
Siil Ostomy Store · $10
partle · $10
ddd · $10
coupang · $10
instacart · $10
pcx · $10
Pour Picks · $10
lacarotte · $10
shopgraph · $99
catalo · $4
Secondsim Mcp Server · $27
dealermax · $227
lemmebuyit · $1,499
$5
$10
$25
$50
$100
$250
$500
$1,000
AgentsMCP serversshaded = middle half · line = median
This page is the human view of the MCP answer. The same structured `niche_report` / `price_benchmark` an agent receives over MCP or REST.
niche_reportprice_benchmark
See the MCP response behind this pageniche_report
{
  "niche": "ai-shopping-assistant",
  "parent_sector": "consumer-personal",
  "provider_type_pricing": {
    "slug": "ai-shopping-assistant",
    "pricing_basis": "lowest_observed_monthly_usd",
    "provider_type_methodology": "commercial-form-v2",
    "provider_type_methodology_published_at": "2026-07-31",
    "blended": {
      "median": 12.5,
      "p25": 10,
      "p75": 105.44,
      "providers": 28
    },
    "by_provider_type": {
      "agent": {
        "median": 39,
        "p25": null,
        "p75": null,
        "providers": 6,
        "publishable": true,
        "confidence": "moderate"
      },
      "mcp": {
        "median": 10,
        "p25": 10,
        "p75": 88,
        "providers": 22,
        "publishable": true,
        "confidence": "normal"
      }
    },
    "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": 6,
  "adjacent_niches": [
    "ai-tax-prep-consumer",
    "visa-immigration-consumer",
    "mental-health-companion",
    "ai-nutritionist",
    "ai-legal-assistant-consumer",
    "local-ai-platform"
  ],
  "market_pulse": {
    "pulse": 48,
    "drivers": [
      "enterprise money present",
      "7 new builders in 30d"
    ],
    "price_move_30d_pct": 0.7,
    "money_share": 0.55,
    "entry_rate": 0.07692307692307693,
    "alive_share": 1
  },
  "price_move": {
    "d_pct": 0,
    "w_pct": 0,
    "m_pct": 0,
    "comparable_agents": 26,
    "quarantined_agents": 1,
    "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,
        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
      ],
      "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,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100
      ],
      "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
      ],
      "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
      ]
    },
    "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": 16,
      "pro": 11,
      "team_sme": 6,
      "enterprise": 4
    },
    "obs_range": {
      "d": null,
      "w": null,
      "m": null
    },
    "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": null,
        "team_sme": null,
        "enterprise": null
      }
    }
  },
  "pricing": {
    "sampleSize": 86,
    "observed": 40,
    "byPersona": {
      "free": {
        "n": 17,
        "nPriced": 0,
        "reliability": "none",
        "median": null,
        "p25": null,
        "p75": null,
        "min": null,
        "max": null,
        "mean": null,
        "stdev": null,
        "usageShare": 0.06
      },
      "individual": {
        "n": 45,
        "nPriced": 27,
        "reliability": "high",
        "median": 10,
        "p25": 0.1,
        "p75": 10,
        "min": 0.02,
        "max": 99,
        "mean": 11.93,
        "stdev": 20.26,
        "usageShare": 0.47
      },
      "pro": {
        "n": 23,
        "nPriced": 17,
        "reliability": "high",
        "median": 49,
        "p25": 25.99,
        "p75": 199,
        "min": 3.98,
        "max": 1999,
        "mean": 265.49,
        "stdev": 517.5,
        "usageShare": 0.22
      },
      "team_sme": {
        "n": 10,
        "nPriced": 7,
        "reliability": "medium",
        "median": 249,
        "p25": 199,
        "p75": 274.5,
        "min": 129,
        "max": 499,
        "mean": 260.57,
        "stdev": 117.94,
        "usageShare": 0.1
      },
      "enterprise": {
        "n": 30,
        "nPriced": 1,
        "reliability": "none",
        "median": 1500,
        "p25": 1500,
        "p75": 1500,
        "min": 1500,
        "max": 1500,
        "mean": 1500,
        "stdev": 0,
        "usageShare": 0.03
      }
    },
    "byPersonaMonthly": {
      "free": {
        "nMonthly": 0,
        "p25": null,
        "median": null,
        "p75": null,
        "confidence": "none",
        "usageShare": 0.06,
        "mixedBilling": true,
        "monthlyComparable": false
      },
      "individual": {
        "nMonthly": 6,
        "p25": 8.49,
        "median": 22.5,
        "p75": 44,
        "confidence": "medium",
        "usageShare": 0.47,
        "mixedBilling": true,
        "monthlyComparable": true
      },
      "pro": {
        "nMonthly": 12,
        "p25": 26.75,
        "median": 99,
        "p75": 336.5,
        "confidence": "high",
        "usageShare": 0.22,
        "mixedBilling": true,
        "monthlyComparable": true
      },
      "team_sme": {
        "nMonthly": 6,
        "p25": 199,
        "median": 224,
        "p75": 286.5,
        "confidence": "medium",
        "usageShare": 0.1,
        "mixedBilling": true,
        "monthlyComparable": true
      },
      "enterprise": {
        "nMonthly": 1,
        "p25": null,
        "median": null,
        "p75": null,
        "confidence": "none",
        "usageShare": 0.03,
        "mixedBilling": true,
        "monthlyComparable": false
      }
    },
    "byTierCohorts": {
      "status": "ok",
      "cohorts": [
        {
          "tier": "individual",
          "currency": "USD",
          "period": "month",
          "unit": "flat",
          "median": 10,
          "provider_count": 15,
          "plan_observation_count": 17,
          "data_confidence": 0.97,
          "data_confidence_basis": {
            "provider_component": 1,
            "observation_component": 0.85,
            "provider_count": 15,
            "plan_observation_count": 17
          },
          "reliability": "high",
          "members": [
            {
              "provider": "secondsim_mcp_server",
              "usd": 7.14
            },
            {
              "provider": "ddd",
              "usd": 10
            },
            {
              "provider": "coupang",
              "usd": 10
            },
            {
              "provider": "instacart",
              "usd": 10
            },
            {
              "provider": "pcx",
              "usd": 10
            },
            {
              "provider": "pour_picks",
              "usd": 10
            },
            {
              "provider": "lacarotte",
              "usd": 10
            },
            {
              "provider": "perfume_picks",
              "usd": 10
            },
            {
              "provider": "amazon_affiliate_mcp",
              "usd": 10
            },
            {
              "provider": "pcexpress",
              "usd": 10
            },
            {
              "provider": "siil_ostomy_store",
              "usd": 10
            },
            {
              "provider": "partle",
              "usd": 10
            },
            {
              "provider": "buywhere_product_catalog",
              "usd": 29
            },
            {
              "provider": "buyscout",
              "usd": 49
            },
            {
              "provider": "shopgraph",
              "usd": 99
            }
          ],
          "p25": 10,
          "p75": 10
        },
        {
          "tier": "pro",
          "currency": "USD",
          "period": "month",
          "unit": "flat",
          "median": 99,
          "provider_count": 9,
          "plan_observation_count": 12,
          "data_confidence": 0.72,
          "data_confidence_basis": {
            "provider_component": 0.75,
            "observation_component": 0.6,
            "provider_count": 9,
            "plan_observation_count": 12
          },
          "reliability": "medium",
          "members": [
            {
              "provider": "catalo",
              "usd": 3.98
            },
            {
              "provider": "agorio",
              "usd": 19
            },
            {
              "provider": "secondsim_mcp_server",
              "usd": 26.79
            },
            {
              "provider": "cartagent",
              "usd": 49
            },
            {
              "provider": "buywhere_product_catalog",
              "usd": 99
            },
            {
              "provider": "dealermax",
              "usd": 226.86
            },
            {
              "provider": "buyscout",
              "usd": 249
            },
            {
              "provider": "mirrago",
              "usd": 599
            },
            {
              "provider": "lemmebuyit",
              "usd": 1499
            }
          ],
          "p25": 26.79,
          "p75": 249
        },
        {
          "tier": "team_sme",
          "currency": "USD",
          "period": "month",
          "unit": "flat",
          "median": 249,
          "provider_count": 5,
          "plan_observation_count": 6,
          "data_confidence": 0.39,
          "data_confidence_basis": {
            "provider_component": 0.42,
            "observation_component": 0.3,
            "provider_count": 5,
            "plan_observation_count": 6
          },
          "reliability": "medium",
          "members": [
            {
              "provider": "cartagent",
              "usd": 199
            },
            {
              "provider": "kifly",
              "usd": 199
            },
            {
              "provider": "mirrago",
              "usd": 249
            },
            {
              "provider": "shopgraph",
              "usd": 299
            },
            {
              "provider": "buyscout",
              "usd": 314
            }
          ],
          "p25": 199,
          "p75": 299
        }
      ],
      "rejected": {
        "free_or_zero": 14,
        "ambiguous_cadence": 17,
        "usage_not_monthly": 17,
        "one_time": 23,
        "unrankable_or_unparseable": 1
      },
      "evidence": {
        "status": "ok",
        "single_observations": [],
        "observed_offers": [
          {
            "billing": "monthly",
            "unit": "flat",
            "count": 36,
            "offers": [
              {
                "provider": "agorio",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$149/year per team or $19/mo billed monthly",
                "monthly_usd": 19
              },
              {
                "provider": "amazon_affiliate_mcp",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$10/mo",
                "monthly_usd": 10
              },
              {
                "provider": "buyscout",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$49 per month",
                "monthly_usd": 49
              },
              {
                "provider": "buyscout",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$129 per month",
                "monthly_usd": 129
              },
              {
                "provider": "buyscout",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$249 per month",
                "monthly_usd": 249
              },
              {
                "provider": "buyscout",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$499 per month",
                "monthly_usd": 499
              },
              {
                "provider": "buywhere_product_catalog",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$29 /mo",
                "monthly_usd": 29
              },
              {
                "provider": "buywhere_product_catalog",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$99 /mo",
                "monthly_usd": 99
              },
              {
                "provider": "cartagent",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$29/mo",
                "monthly_usd": 29
              },
              {
                "provider": "cartagent",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$49/mo",
                "monthly_usd": 49
              },
              {
                "provider": "cartagent",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$99/mo",
                "monthly_usd": 99
              },
              {
                "provider": "cartagent",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$199/mo",
                "monthly_usd": 199
              },
              {
                "provider": "catalo",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$3.98/month",
                "monthly_usd": 3.98
              },
              {
                "provider": "coupang",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$10/mo",
                "monthly_usd": 10
              },
              {
                "provider": "ddd",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$10/mo",
                "monthly_usd": 10
              },
              {
                "provider": "dealermax",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "199€/mese IVA inclusa",
                "monthly_usd": 226.86
              },
              {
                "provider": "instacart",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$10/mo",
                "monthly_usd": 10
              },
              {
                "provider": "kifly",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$199/mo",
                "monthly_usd": 199
              },
              {
                "provider": "lacarotte",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$10/mo",
                "monthly_usd": 10
              },
              {
                "provider": "lemmebuyit",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$999/ month",
                "monthly_usd": 999
              },
              {
                "provider": "lemmebuyit",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$1,999/ month",
                "monthly_usd": 1999
              },
              {
                "provider": "mirrago",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$249 /mo",
                "monthly_usd": 249
              },
              {
                "provider": "mirrago",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$599 /mo",
                "monthly_usd": 599
              },
              {
                "provider": "mirrago",
                "tier": "enterprise",
                "billing": "monthly",
                "unit": "flat",
                "price": "$1,500+ /mo",
                "monthly_usd": 1500
              },
              {
                "provider": "partle",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$10/mo",
                "monthly_usd": 10
              },
              {
                "provider": "pcexpress",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$10/mo",
                "monthly_usd": 10
              },
              {
                "provider": "pcx",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$10/mo",
                "monthly_usd": 10
              },
              {
                "provider": "perfume_picks",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$10/mo",
                "monthly_usd": 10
              },
              {
                "provider": "pour_picks",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$10/mo",
                "monthly_usd": 10
              },
              {
                "provider": "secondsim_mcp_server",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "£5.99 / month",
                "monthly_usd": 8.03
              },
              {
                "provider": "secondsim_mcp_server",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "£15.99 / 3 mo",
                "monthly_usd": 7.14
              },
              {
                "provider": "secondsim_mcp_server",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "£59.99 / year",
                "monthly_usd": 6.7
              },
              {
                "provider": "secondsim_mcp_server",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "£19.99 / month",
                "monthly_usd": 26.79
              },
              {
                "provider": "shopgraph",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$99/mo",
                "monthly_usd": 99
              },
              {
                "provider": "shopgraph",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$299/mo",
                "monthly_usd": 299
              },
              {
                "provider": "siil_ostomy_store",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$10/mo",
                "monthly_usd": 10
              }
            ]
          },
          {
            "billing": "one_time",
            "unit": "flat",
            "count": 23,
            "offers": [
              {
                "provider": "buyukesim_server",
                "tier": "individual",
                "billing": "one_time",
                "unit": "flat",
                "price": "$1.99",
                "monthly_usd": null
              },
              {
                "provider": "buyukesim_server",
                "tier": "pro",
                "billing": "one_time",
                "unit": "flat",
                "price": "$25.00",
                "monthly_usd": null
              },
              {
                "provider": "buyukesim_server",
                "tier": "pro",
                "billing": "one_time",
                "unit": "flat",
                "price": "$36.00",
                "monthly_usd": null
              },
              {
                "provider": "buyukesim_server",
                "tier": "pro",
                "billing": "one_time",
                "unit": "flat",
                "price": "$59.50",
                "monthly_usd": null
              },
              {
                "provider": "buyukesim_server",
                "tier": "individual",
                "billing": "one_time",
                "unit": "flat",
                "price": "$15 per 6 months",
                "monthly_usd": null
              },
              {
                "provider": "graffeo",
                "tier": "pro",
                "billing": "one_time",
                "unit": "flat",
                "price": "$55.00",
                "monthly_usd": null
              },
              {
                "provider": "sendameal_storefront",
                "tier": "team_sme",
                "billing": "one_time",
                "unit": "flat",
                "price": "$124.75",
                "monthly_usd": null
              },
              {
                "provider": "shop",
                "tier": "enterprise",
                "billing": "one_time",
                "unit": "flat",
                "price": "R610",
                "monthly_usd": null
              },
              {
                "provider": "shop",
                "tier": "enterprise",
                "billing": "one_time",
                "unit": "flat",
                "price": "R1,770",
                "monthly_usd": null
              },
              {
                "provider": "shop",
                "tier": "enterprise",
                "billing": "one_time",
                "unit": "flat",
                "price": "R1,166",
                "monthly_usd": null
              },
              {
                "provider": "shop",
                "tier": "enterprise",
                "billing": "one_time",
                "unit": "flat",
                "price": "R1,308",
                "monthly_usd": null
              },
              {
                "provider": "shop",
                "tier": "team_sme",
                "billing": "one_time",
                "unit": "flat",
                "price": "R413",
                "monthly_usd": null
              },
              {
                "provider": "shop",
                "tier": "enterprise",
                "billing": "one_time",
                "unit": "flat",
                "price": "R512",
                "monthly_usd": null
              },
              {
                "provider": "shop",
                "tier": "enterprise",
                "billing": "one_time",
                "unit": "flat",
                "price": "R4,913",
                "monthly_usd": null
              },
              {
                "provider": "shop",
                "tier": "team_sme",
                "billing": "one_time",
                "unit": "flat",
                "price": "R487",
                "monthly_usd": null
              },
              {
                "provider": "shop",
                "tier": "enterprise",
                "billing": "one_time",
                "unit": "flat",
                "price": "R1,096",
                "monthly_usd": null
              },
              {
                "provider": "shop",
                "tier": "enterprise",
                "billing": "one_time",
                "unit": "flat",
                "price": "R1,357",
                "monthly_usd": null
              },
              {
                "provider": "shop",
                "tier": "enterprise",
                "billing": "one_time",
                "unit": "flat",
                "price": "R978",
                "monthly_usd": null
              },
              {
                "provider": "shop_mcp",
                "tier": "pro",
                "billing": "one_time",
                "unit": "flat",
                "price": "$30.00",
                "monthly_usd": null
              },
              {
                "provider": "shop_mcp",
                "tier": "individual",
                "billing": "one_time",
                "unit": "flat",
                "price": "$20.00",
                "monthly_usd": null
              },
              {
                "provider": "shop_mcp",
                "tier": "enterprise",
                "billing": "one_time",
                "unit": "flat",
                "price": "$500.00",
                "monthly_usd": null
              },
              {
                "provider": "shop_mcp",
                "tier": "individual",
                "billing": "one_time",
                "unit": "flat",
                "price": "$15.00",
                "monthly_usd": null
              },
              {
                "provider": "sterdan",
                "tier": "enterprise",
                "billing": "one_time",
                "unit": "flat",
                "price": "500CNY",
                "monthly_usd": null
              }
            ]
          },
          {
            "billing": "usage",
            "unit": "flat",
            "count": 17,
            "offers": [
              {
                "provider": "amazon_affiliate_mcp",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.10 / 1K",
                "monthly_usd": null
              },
              {
                "provider": "dealermax",
                "tier": "pro",
                "billing": "usage",
                "unit": "flat",
                "price": "0,0052 € per credito",
                "monthly_usd": null
              },
              {
                "provider": "graffeo",
                "tier": "pro",
                "billing": "usage",
                "unit": "flat",
                "price": "$25.99 Per Pound",
                "monthly_usd": null
              },
              {
                "provider": "graffeo",
                "tier": "pro",
                "billing": "usage",
                "unit": "flat",
                "price": "$25.99 Per Pound",
                "monthly_usd": null
              },
              {
                "provider": "graffeo",
                "tier": "pro",
                "billing": "usage",
                "unit": "flat",
                "price": "$25.99 Per Pound",
                "monthly_usd": null
              },
              {
                "provider": "graffeo",
                "tier": "pro",
                "billing": "usage",
                "unit": "flat",
                "price": "$25.99 Per Pound",
                "monthly_usd": null
              },
              {
                "provider": "lacarotte",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.10 / 1K",
                "monthly_usd": null
              },
              {
                "provider": "lemmebuyit",
                "tier": "team_sme",
                "billing": "usage",
                "unit": "flat",
                "price": "$250",
                "monthly_usd": null
              },
              {
                "provider": "pcx",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.10 / 1K",
                "monthly_usd": null
              },
              {
                "provider": "shopgraph",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.02 per extraction",
                "monthly_usd": null
              },
              {
                "provider": "shopping_discovery",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "€0.50 of API/MCP usage",
                "monthly_usd": null
              },
              {
                "provider": "shopping_discovery",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "€7 / 1,000 shopping requests",
                "monthly_usd": null
              },
              {
                "provider": "shopping_discovery",
                "tier": "enterprise",
                "billing": "usage",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "taskrail",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.05 USDC per successful tool call",
                "monthly_usd": null
              },
              {
                "provider": "taskrail",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.05 USDC per successful tool call",
                "monthly_usd": null
              },
              {
                "provider": "taskrail",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.07 USDC per successful tool call",
                "monthly_usd": null
              },
              {
                "provider": "taskrail",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.05 USDC per successful tool call",
                "monthly_usd": null
              }
            ]
          },
          {
            "billing": "unspecified_period",
            "unit": "flat",
            "count": 17,
            "offers": [
              {
                "provider": "amazon_affiliate_mcp",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "buyscout",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "buywhere_product_catalog",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "cartagent",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact sales",
                "monthly_usd": null
              },
              {
                "provider": "coupang",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "ddd",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "fragrance_mcp",
                "tier": "pro",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Not publicly listed",
                "monthly_usd": null
              },
              {
                "provider": "instacart",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "kifly",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "lacarotte",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "partle",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "pcexpress",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "pcx",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "perfume_picks",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "pour_picks",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "shopgraph",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "siil_ostomy_store",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              }
            ]
          }
        ],
        "coverage": {
          "priced_providers": 31,
          "normalized_observations": 36,
          "comparable_providers": 22,
          "strict_cohorts": 3,
          "exclusion_reasons": {
            "free_or_zero": 14,
            "ambiguous_cadence": 17,
            "usage_not_monthly": 17,
            "one_time": 23,
            "unrankable_or_unparseable": 1
          }
        }
      }
    },
    "billingMix": {
      "free": 7,
      "freemium": 24,
      "one-time": 5,
      "usage": 2,
      "subscription": 2
    },
    "freeTierShare": 0.78,
    "medianLowestUsd": 12.5
  },
  "movement": {
    "niche": "ai-shopping-assistant",
    "sector": "consumer-personal",
    "pricedNow": 28,
    "pairs": 25,
    "repriced": [
      {
        "handle": "secondsim_mcp_server",
        "from": 6.74,
        "to": 6.77,
        "pct": 0.4
      },
      {
        "handle": "dealermax",
        "from": 229.92,
        "to": 230.28,
        "pct": 0.2
      }
    ],
    "newlyPriced": [
      "perfume_picks",
      "pour_picks",
      "sendameal_storefront"
    ],
    "droppedFromPriced": [],
    "likeForLikePct": 0,
    "kind": "mixed",
    "narrative": "Repricing + composition: 2 agents repriced — all up (avg +0%); 3 newly published pricing."
  },
  "index_series": {
    "series": [
      {
        "day": "2026-07-19",
        "index": 100,
        "pairs": 16,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-20",
        "index": 100,
        "pairs": 17,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-21",
        "index": 100,
        "pairs": 20,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-22",
        "index": 100,
        "pairs": 17,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-23",
        "index": 100,
        "pairs": 18,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-24",
        "index": 100,
        "pairs": 18,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-25",
        "index": 100,
        "pairs": 19,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-26",
        "index": 100,
        "pairs": 19,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-27",
        "index": 100,
        "pairs": 19,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-28",
        "index": 100,
        "pairs": 21,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-29",
        "index": 100,
        "pairs": 21,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-30",
        "index": 100,
        "pairs": 21,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-31",
        "index": 100,
        "pairs": 21,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-01",
        "index": 100,
        "pairs": 22,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-02",
        "index": 100,
        "pairs": 24,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-03",
        "index": 100,
        "pairs": 22,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-04",
        "index": 100,
        "pairs": 21,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-05",
        "index": 100,
        "pairs": 23,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-06",
        "index": 100,
        "pairs": 23,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-07",
        "index": 100,
        "pairs": 25,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-08",
        "index": 100,
        "pairs": 25,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-09",
        "index": 100,
        "pairs": 25,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-10",
        "index": 100,
        "pairs": 26,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-11",
        "index": 100,
        "pairs": 37,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-12",
        "index": 100,
        "pairs": 37,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-13",
        "index": 100,
        "pairs": 37,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-14",
        "index": 100,
        "pairs": 37,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-15",
        "index": 100,
        "pairs": 37,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-16",
        "index": 100,
        "pairs": 39,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-17",
        "index": 100,
        "pairs": 37,
        "dayChangePct": 0
      }
    ],
    "latest": 100,
    "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": "cartagent",
      "name": "CartAgent",
      "url": "https://cartagent.store/",
      "short_summary": "Provides AI operators for WooCommerce stores: guides shoppers through product discovery and checkout in chat, exposes store actions to external AI agents, and…",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 29,
        "monthly_usd": 29,
        "headline": "Free tier, then from $29/mo",
        "summary": "Free tier, then from $29/mo. Freemium SaaS with a free tier (50 sessions/month) and paid plans from $29–$199/month, plus custom enterprise options."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "dealermax",
      "name": "dealermax",
      "url": "https://dealermax.app/",
      "short_summary": "automotive dealership management with AI optimization for visibility on ChatGPT, Claude, Gemini and Perplexity",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 230.28,
        "monthly_usd": 266.48,
        "headline": "Free tier, then from $230.28/mo",
        "summary": "Free tier, then from $230.28/mo. DealerMAX offers a permanent free plan, a Pro subscription at 199€ per month including monthly credits, and optional usage-based credit top-ups."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "lemmebuyit",
      "name": "Lemmebuyit",
      "url": "https://www.lemmebuyit.com/",
      "short_summary": "provides real-time product search, pricing, and inventory data across major US retailers for profitable inventory sourcing",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 999,
        "monthly_usd": 999,
        "headline": "Free tier, then from $999/mo",
        "summary": "Free tier, then from $999/mo. LemmeBuyIt offers a permanent free MCP plan, paid Standard and Pro subscriptions at $999 and $1,999 per month, plus $250 usage top-ups for 100,000 extra requests."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "product_lookup",
      "name": "EAN-Search.org Product Lookup",
      "url": "https://www.ean-search.org",
      "short_summary": "searches product database by barcode (GTIN, UPC, EAN, ISBN) or keywords",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "EAN-Search does not publish subscription or API pricing and states that it does not sell EAN barcodes."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "secondsim_mcp_server",
      "name": "eSIM",
      "url": "https://www.secondsim.co.uk",
      "short_summary": "provides real UK mobile numbers via eSIM for business communication and platform verification",
      "price": {
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 6.77,
        "monthly_usd": 9.17,
        "headline": "From $6.77/mo",
        "summary": "From $6.77/mo. SecondSim offers UK mobile-number plans from £5.99 per month, with quarterly and yearly options plus a £19.99-per-month Pro Data plan."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "shop",
      "name": "Custom Blinds Shop",
      "url": "https://shop.customblinds.co.za",
      "short_summary": "helps customers browse, configure, price and order custom-made blinds",
      "price": {
        "observed": true,
        "billing": "one-time",
        "lowest_monthly_usd": 413,
        "monthly_usd": 25.51,
        "headline": "From $413/mo",
        "summary": "From $413/mo. Made-to-measure blinds are publicly listed from R413 to R4,913 as one-time product prices, with project-specific quotes calculated from window dimensions."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "shopgraph",
      "name": "ShopGraph",
      "url": "https://shopgraph.dev",
      "short_summary": "extracts product data from any URL with confidence scoring and provenance tracking",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 99,
        "monthly_usd": 99,
        "headline": "Free tier, then from $99/mo",
        "summary": "Free tier, then from $99/mo. ShopGraph offers a permanent free tier with 50 monthly extractions, paid plans at $99/mo and $299/mo, enterprise contact pricing, and per-extraction payment options."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "shopify_ai_agent",
      "name": "Shopify Ai Agent",
      "url": "https://shopify.dev/docs/apps/build/storefront-mcp/build-storefront-ai-agent",
      "short_summary": "an AI chat agent that helps shoppers find products, get recommendations, answer questions about store policies and shipping, manage shopping carts, and complet…",
      "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": "shoptera",
      "name": "Shoptera",
      "url": "https://shoptera.ai",
      "short_summary": "optimizes e-commerce product feeds for AI shopping agents through semantic search, data enrichment, and feed quality improvement",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public subscription pricing or paid plans were found on the homepage."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "show_hn_agentic_product_discov",
      "name": "Show Hn Agentic Product Discov",
      "url": "https://seekon.me/developers",
      "short_summary": "provides agentic product discovery via real-time catalog search and product details for AI models and shopping agents",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Free tier + paid plans (price not published)",
        "summary": "Seekon.me offers a free tier with 100 MCP tool calls per day; paid plans exist but pricing is not publicly visible."
      },
      "evidence_quality": "high",
      "upvotes": 0
    }
  ],
  "platforms_also_here": [
    {
      "agent_id": "agentgateway_marketplace",
      "name": "agnigateway-marketplace",
      "url": "https://agnigateway.com",
      "short_summary": "Makes WooCommerce stores AI-agent ready by providing universal protocol endpoints for product search, availability and booking",
      "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": "ai-travel-concierge",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "intershop_ai_copilots",
      "name": "Intershop Ai Copilots",
      "url": "https://intershop.com/en/e-commerce-platform/ai-copilots-and-agents",
      "short_summary": "AI-powered copilots and agents for B2B e-commerce platforms. Includes Copilot for Buyers (digital sales assistant), Copilot for Merchants, Product Content Agen…",
      "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": "product-listing-optimization-ecom",
      "also_covers": true,
      "upvotes": 0
    }
  ],
  "page_url": "https://agentery.com/market/ai-shopping-assistant",
  "summary": {
    "niche": "ai-shopping-assistant",
    "sector": "consumer-personal",
    "pricing_by_provider_type": {
      "headline": "Prices differ by provider type and buyer tier — no blended headline is used. Strongest cohort: MCP servers · Individual median $10/mo (13 providers). See benchmarks_by_provider_type_and_tier for the full matrix.",
      "benchmarks": [
        {
          "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": 13,
          "reliability": "high",
          "median": 10,
          "p25": 10,
          "p75": 10,
          "status": "ok"
        },
        {
          "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": 5,
          "reliability": "medium",
          "median": 99,
          "p25": 49,
          "p75": 249,
          "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": 4,
          "reliability": "low",
          "median": 224,
          "p25": null,
          "p75": null,
          "status": "median_only"
        },
        {
          "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": 4,
          "reliability": "low",
          "median": 126.83,
          "p25": null,
          "p75": null,
          "status": "median_only"
        },
        {
          "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": 2,
          "reliability": "low",
          "median": null,
          "p25": null,
          "p75": null,
          "status": "observed_offers_only",
          "observed_offers": [
            29,
            49
          ]
        }
      ],
      "warnings": [],
      "full_pricing_via": {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "ai-shopping-assistant"
        },
        "note": "add provider_type + buyer_tier for a specific cohort"
      }
    },
    "page_url": "https://agentery.com/market/ai-shopping-assistant",
    "counts": {
      "listings_with_price_capture": 86,
      "listings_with_observed_public_price": 40,
      "providers_with_numeric_monthly_price_latest_scan": 28,
      "like_for_like_comparable_pairs": 25
    },
    "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": 10,
        "provider_count": 15,
        "plan_observation_count": 17,
        "data_confidence": 0.97,
        "data_confidence_basis": {
          "provider_component": 1,
          "observation_component": 0.85,
          "provider_count": 15,
          "plan_observation_count": 17
        },
        "reliability": "high",
        "members": [
          {
            "provider": "secondsim_mcp_server",
            "usd": 7.14
          },
          {
            "provider": "ddd",
            "usd": 10
          },
          {
            "provider": "coupang",
            "usd": 10
          },
          {
            "provider": "instacart",
            "usd": 10
          },
          {
            "provider": "pcx",
            "usd": 10
          },
          {
            "provider": "pour_picks",
            "usd": 10
          },
          {
            "provider": "lacarotte",
            "usd": 10
          },
          {
            "provider": "perfume_picks",
            "usd": 10
          },
          {
            "provider": "amazon_affiliate_mcp",
            "usd": 10
          },
          {
            "provider": "pcexpress",
            "usd": 10
          },
          {
            "provider": "siil_ostomy_store",
            "usd": 10
          },
          {
            "provider": "partle",
            "usd": 10
          },
          {
            "provider": "buywhere_product_catalog",
            "usd": 29
          },
          {
            "provider": "buyscout",
            "usd": 49
          },
          {
            "provider": "shopgraph",
            "usd": 99
          }
        ],
        "p25": 10,
        "p75": 10
      },
      {
        "tier": "pro",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 99,
        "provider_count": 9,
        "plan_observation_count": 12,
        "data_confidence": 0.72,
        "data_confidence_basis": {
          "provider_component": 0.75,
          "observation_component": 0.6,
          "provider_count": 9,
          "plan_observation_count": 12
        },
        "reliability": "medium",
        "members": [
          {
            "provider": "catalo",
            "usd": 3.98
          },
          {
            "provider": "agorio",
            "usd": 19
          },
          {
            "provider": "secondsim_mcp_server",
            "usd": 26.79
          },
          {
            "provider": "cartagent",
            "usd": 49
          },
          {
            "provider": "buywhere_product_catalog",
            "usd": 99
          },
          {
            "provider": "dealermax",
            "usd": 226.86
          },
          {
            "provider": "buyscout",
            "usd": 249
          },
          {
            "provider": "mirrago",
            "usd": 599
          },
          {
            "provider": "lemmebuyit",
            "usd": 1499
          }
        ],
        "p25": 26.79,
        "p75": 249
      },
      {
        "tier": "team_sme",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 249,
        "provider_count": 5,
        "plan_observation_count": 6,
        "data_confidence": 0.39,
        "data_confidence_basis": {
          "provider_component": 0.42,
          "observation_component": 0.3,
          "provider_count": 5,
          "plan_observation_count": 6
        },
        "reliability": "medium",
        "members": [
          {
            "provider": "cartagent",
            "usd": 199
          },
          {
            "provider": "kifly",
            "usd": 199
          },
          {
            "provider": "mirrago",
            "usd": 249
          },
          {
            "provider": "shopgraph",
            "usd": 299
          },
          {
            "provider": "buyscout",
            "usd": 314
          }
        ],
        "p25": 199,
        "p75": 299
      }
    ],
    "pricing_coverage": {
      "listings_with_price_capture": 86,
      "listings_with_observed_public_price": 40,
      "normalized_observations": 36,
      "comparable_providers": 22,
      "strict_cohorts": 3,
      "exclusion_reasons": {
        "free_or_zero": 14,
        "ambiguous_cadence": 17,
        "usage_not_monthly": 17,
        "one_time": 23,
        "unrankable_or_unparseable": 1
      }
    },
    "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": {
      "free_or_zero": 14,
      "ambiguous_cadence": 17,
      "usage_not_monthly": 17,
      "one_time": 23,
      "unrankable_or_unparseable": 1
    },
    "billing_mix": {
      "free": 7,
      "freemium": 24,
      "one-time": 5,
      "usage": 2,
      "subscription": 2
    },
    "free_tier_share": 0.78,
    "top_providers": [
      {
        "agent_id": "cartagent",
        "name": "CartAgent",
        "price": {
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 29,
          "monthly_usd": 29,
          "headline": "Free tier, then from $29/mo",
          "summary": "Free tier, then from $29/mo. Freemium SaaS with a free tier (50 sessions/month) and paid plans from $29–$199/month, plus custom enterprise options."
        },
        "observed": true
      },
      {
        "agent_id": "dealermax",
        "name": "dealermax",
        "price": {
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 230.28,
          "monthly_usd": 266.48,
          "headline": "Free tier, then from $230.28/mo",
          "summary": "Free tier, then from $230.28/mo. DealerMAX offers a permanent free plan, a Pro subscription at 199€ per month including monthly credits, and optional usage-based credit top-ups."
        },
        "observed": true
      },
      {
        "agent_id": "lemmebuyit",
        "name": "Lemmebuyit",
        "price": {
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 999,
          "monthly_usd": 999,
          "headline": "Free tier, then from $999/mo",
          "summary": "Free tier, then from $999/mo. LemmeBuyIt offers a permanent free MCP plan, paid Standard and Pro subscriptions at $999 and $1,999 per month, plus $250 usage top-ups for 100,000 extra requests."
        },
        "observed": true
      },
      {
        "agent_id": "product_lookup",
        "name": "EAN-Search.org Product Lookup",
        "price": {
          "observed": false,
          "billing": "not_found",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "No public price found",
          "summary": "EAN-Search does not publish subscription or API pricing and states that it does not sell EAN barcodes."
        },
        "observed": false
      },
      {
        "agent_id": "secondsim_mcp_server",
        "name": "eSIM",
        "price": {
          "observed": true,
          "billing": "subscription",
          "lowest_monthly_usd": 6.77,
          "monthly_usd": 9.17,
          "headline": "From $6.77/mo",
          "summary": "From $6.77/mo. SecondSim offers UK mobile-number plans from £5.99 per month, with quarterly and yearly options plus a £19.99-per-month Pro Data plan."
        },
        "observed": true
      }
    ],
    "suggested_next_calls": [
      {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "ai-shopping-assistant"
        },
        "purpose": "full observed price distribution + per-tier medians for this niche"
      },
      {
        "tool": "niche_report",
        "arguments": {
          "niche": "ai-shopping-assistant",
          "response_mode": "full"
        },
        "purpose": "the complete report incl. index series and tier decomposition"
      },
      {
        "tool": "suggest_alternatives",
        "arguments": {
          "agent_id": "cartagent"
        },
        "purpose": "comparable (optionally cheaper) providers to a named agent"
      },
      {
        "tool": "get_agent_profile",
        "arguments": {
          "agent_id": "cartagent"
        },
        "purpose": "full profile, integrations and pricing for one provider"
      }
    ]
  }
}
Full market

35 providers, one sortable view

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

ProviderTypeFromVs niche medianLiveness
CartAgentProvides AI operators for WooCommerce stores: guides shoppers through product discovery and checkout in chat, exposes store actions to external AI agents, and…
mcp$29from / mo70.7% below100% livemcp70.7% below median100% live
dealermaxautomotive dealership management with AI optimization for visibility on ChatGPT, Claude, Gemini and Perplexity
mcp$230.28from / mo132.6% above100% livemcp132.6% above median100% live
Lemmebuyitprovides real-time product search, pricing, and inventory data across major US retailers for profitable inventory sourcing
mcp$999from / mo909.1% above100% livemcp909.1% above median100% live
eSIMprovides real UK mobile numbers via eSIM for business communication and platform verification
mcp$6.77from / mo93.2% below100% livemcp93.2% below median100% live
Custom Blinds Shophelps customers browse, configure, price and order custom-made blinds
mcp$413from / mo317.2% above100% livemcp317.2% above median100% live
ShopGraphextracts product data from any URL with confidence scoring and provenance tracking
mcp$99from / moat median100% livemcpat median100% live
Show Hn Agentic Product Discovprovides agentic product discovery via real-time catalog search and product details for AI models and shopping agents
mcpFree tierpaid plans vary100% livemcp100% live
ucp-registryDiscover and search UCP merchants, products, and store policies
mcpFreefree to use100% livemcp100% live
Cyclesite. The UKs Trusted bike marketplaceProvides programmatic access to a UK used-bike marketplace: inventory search, sold-price valuation, stolen-bike checks, brand/model catalogue, and write-side a…
mcpFreefree to use100% livemcp100% live
BudgetFitterdiscovers and surfaces verified UK deals, discount codes, and brand intelligence; offers AI-matched brand recommendations and gift-card reward missions
mcpFreefree to use100% livemcp100% live
BuyscoutProvides shopping assistance by reading reviews, comparing prices, recommending products for shoppers; serves as an AI sales agent answering customer inquiries…
agent$49from / mo50.5% below100% liveagent50.5% below median100% live
BBuyukesimBuyUKeSIM runs a Model Context Protocol (MCP) server, so any MCP-capable AI assistant - Claude, ChatGPT, Cursor, VS Code Copilot, Gemini CLI and others - can w…
mcp$1.99from / mo98% below100% livemcp98% below median100% live
CashbackmcpAliExpress cashback for AI assistants: search products, estimate cashback, get personal cashback links. Works anonymously too (affiliate links, no cashback - d…
mcpFreefree to use100% livemcp100% live
Catalo.ai - Book Discoverycurates and recommends books based on detailed filtering criteria
mcp$3.98from / mo96% below100% livemcp96% below median100% live
CommerceGive any AI agent a shopping brain. LMK.today is an open Model Context Protocol server with curated cross-merchant search, real price history, live demand sign…
mcpFreefree to use100% livemcp100% live
SSSFR StoreSearch SFR’s catalog using natural language and refine results with filters. View product and variant details, then build and update carts with shipping, disco…
mcp$10from / mo89.9% below100% livemcp89.9% below median100% live
Fragrance# Noteboxd Fragrance MCP. **Fragrance & perfume intelligence for your AI.** Query the [Noteboxd](https://www.noteboxd.com) fragrance encyclopedia in natural l…
mcpFree tierpaid plans vary100% livemcp100% live
agentic_commerceAgentic commerce infrastructure for AI agents. MCP-native product discovery, contextual ad matching, and purchase facilitation with European privacy compliance…
mcpFree tierpaid plans vary100% livemcp100% live
PPartleSearch and discover products across a diverse marketplace of local stores. Access detailed information on specific items and store locations to streamline the…
mcp$10from / mo89.9% below100% livemcp89.9% below median100% live
Sendameal StorefrontSearch gift meals and send them as gifts. Live catalog, cart, and guest checkout for Send a Meal.
mcp$124.75from / mo26% abovelivemcp26% above medianlive
SOSIIL Ostomy StoreBrowse and purchase premium ostomy bag covers, support belts, swimwear, wraps, panties, lingerie, and stoma protectors from SIIL Ostomy. Search 320+ expert blo…
mcp$10from / mo89.9% below100% livemcp89.9% below median100% live
Surprise Buddyprovides curated gift recommendations based on recipient details and preferences
mcpFreefree to use100% livemcp100% live
Aamazon-affiliate-mcpSearch Amazon products and generate affiliate links across 20 countries (DE, US, UK, FR, IT, ES, CA, AU, JP and more). 8 tools for product search, direct ASIN…
mcp$10from / mo89.9% below100% livemcp89.9% below median100% live
CCoupangSearch and browse products on Coupang to find competitive prices and daily discounts. Discover top-rated items across diverse categories like electronics, fash…
mcp$10from / mo89.9% below100% livemcp89.9% below median100% 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.