Incident Response Sre

{
  "niche": "incident-response-sre",
  "parent_sector": "developer-tools-infra",
  "provider_type_pricing": {
    "slug": "incident-response-sre",
    "pricing_basis": "lowest_observed_monthly_usd",
    "provider_type_methodology": "commercial-form-v2",
    "provider_type_methodology_published_at": "2026-07-31",
    "blended": {
      "median": 21.91,
      "p25": null,
      "p75": null,
      "providers": 9
    },
    "by_provider_type": {
      "agent": {
        "median": 21.91,
        "p25": null,
        "p75": null,
        "providers": 5,
        "publishable": true,
        "confidence": "moderate"
      },
      "mcp": {
        "median": 21.5,
        "p25": null,
        "p75": null,
        "providers": 4,
        "publishable": true,
        "confidence": "provisional"
      }
    },
    "recommended_cohort": null,
    "recommendation_reason": "Choose the cohort according to the commercial delivery type being assessed.",
    "fallback_context": null,
    "context_note": null
  },
  "crowding_level": "sparse",
  "observed_node_count": 1,
  "adjacent_niches": [
    "ai-frontend-coding",
    "mcp-platform-provider",
    "database-query-agent",
    "on-call-management-agent",
    "infrastructure-provisioning-iac",
    "legacy-code-modernization"
  ],
  "market_pulse": {
    "pulse": 55,
    "drivers": [
      "enterprise money present",
      "27 new builders in 30d"
    ],
    "price_move_30d_pct": 4.2,
    "money_share": 0.5294117647058824,
    "entry_rate": 0.47368421052631576,
    "alive_share": 1
  },
  "price_move": {
    "d_pct": 0,
    "w_pct": 0,
    "m_pct": 0,
    "comparable_agents": 9,
    "quarantined_agents": 0,
    "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
      ],
      "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
      ],
      "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
      ],
      "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
      ]
    },
    "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": 3,
      "pro": 7,
      "team_sme": 5,
      "enterprise": 3
    },
    "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": 52,
    "observed": 17,
    "byPersona": {
      "free": {
        "n": 11,
        "nPriced": 0,
        "reliability": "none",
        "median": null,
        "p25": null,
        "p75": null,
        "min": null,
        "max": null,
        "usageShare": 0
      },
      "individual": {
        "n": 5,
        "nPriced": 4,
        "reliability": "low",
        "median": 21.5,
        "p25": 15.25,
        "p75": 29.5,
        "min": 1,
        "max": 49,
        "usageShare": 0.2
      },
      "pro": {
        "n": 9,
        "nPriced": 7,
        "reliability": "medium",
        "median": 29,
        "p25": 18.5,
        "p75": 89,
        "min": 5,
        "max": 149,
        "usageShare": 0.11
      },
      "team_sme": {
        "n": 8,
        "nPriced": 8,
        "reliability": "medium",
        "median": 67,
        "p25": 34.25,
        "p75": 184,
        "min": 20,
        "max": 649,
        "usageShare": 0
      },
      "enterprise": {
        "n": 11,
        "nPriced": 2,
        "reliability": "low",
        "median": 144,
        "p25": 96.5,
        "p75": 191.5,
        "min": 49,
        "max": 239,
        "usageShare": 0
      }
    },
    "byPersonaMonthly": {
      "free": {
        "nMonthly": 0,
        "p25": null,
        "median": null,
        "p75": null,
        "confidence": "none",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": false
      },
      "individual": {
        "nMonthly": 3,
        "p25": 21.5,
        "median": 23,
        "p75": 36,
        "confidence": "low",
        "usageShare": 0.2,
        "mixedBilling": true,
        "monthlyComparable": true
      },
      "pro": {
        "nMonthly": 6,
        "p25": 18.25,
        "median": 49,
        "p75": 94,
        "confidence": "medium",
        "usageShare": 0.11,
        "mixedBilling": true,
        "monthlyComparable": true
      },
      "team_sme": {
        "nMonthly": 8,
        "p25": 34.25,
        "median": 67,
        "p75": 184,
        "confidence": "medium",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": true
      },
      "enterprise": {
        "nMonthly": 2,
        "p25": 96.5,
        "median": 144,
        "p75": 191.5,
        "confidence": "low",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": true
      }
    },
    "byTierCohorts": {
      "status": "ok",
      "cohorts": [
        {
          "tier": "individual",
          "currency": "USD",
          "period": "month",
          "unit": "flat",
          "median": 36,
          "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": "uptimebolt_mcp_server",
              "usd": 23
            },
            {
              "provider": "crossdeck_prism",
              "usd": 49
            }
          ]
        },
        {
          "tier": "pro",
          "currency": "USD",
          "period": "month",
          "unit": "flat",
          "median": 79,
          "provider_count": 5,
          "plan_observation_count": 5,
          "data_confidence": 0.38,
          "data_confidence_basis": {
            "provider_component": 0.42,
            "observation_component": 0.25,
            "provider_count": 5,
            "plan_observation_count": 5
          },
          "reliability": "medium",
          "members": [
            {
              "provider": "cronalert_mcp",
              "usd": 5
            },
            {
              "provider": "swiftask_pagerduty",
              "usd": 20.52
            },
            {
              "provider": "uptimebolt_mcp_server",
              "usd": 79
            },
            {
              "provider": "fleethelp_support",
              "usd": 99
            },
            {
              "provider": "crossdeck_prism",
              "usd": 149
            }
          ],
          "p25": 20.52,
          "p75": 99
        },
        {
          "tier": "team_sme",
          "currency": "USD",
          "period": "month",
          "unit": "flat",
          "median": 349,
          "provider_count": 3,
          "plan_observation_count": 5,
          "data_confidence": 0.25,
          "data_confidence_basis": {
            "provider_component": 0.25,
            "observation_component": 0.25,
            "provider_count": 3,
            "plan_observation_count": 5
          },
          "reliability": "low",
          "members": [
            {
              "provider": "cronalert_mcp",
              "usd": 35
            },
            {
              "provider": "crossdeck_prism",
              "usd": 349
            },
            {
              "provider": "swiftask_pagerduty",
              "usd": 443.46
            }
          ]
        },
        {
          "tier": "team_sme",
          "currency": "USD",
          "period": "month",
          "unit": "per_user",
          "median": 48.23,
          "provider_count": 2,
          "plan_observation_count": 3,
          "data_confidence": 0.16,
          "data_confidence_basis": {
            "provider_component": 0.17,
            "observation_component": 0.15,
            "provider_count": 2,
            "plan_observation_count": 3
          },
          "reliability": "low",
          "members": [
            {
              "provider": "ilert_ai_sre",
              "usd": 44.46
            },
            {
              "provider": "oneuptime_mcp",
              "usd": 52
            }
          ]
        }
      ],
      "rejected": {
        "one_time": 2,
        "ambiguous_cadence": 6,
        "usage_not_monthly": 2,
        "free_or_zero": 4
      },
      "evidence": {
        "status": "ok",
        "single_observations": [],
        "observed_offers": [
          {
            "billing": "monthly",
            "unit": "flat",
            "count": 13,
            "offers": [
              {
                "provider": "cronalert_mcp",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$5/mo",
                "monthly_usd": 5
              },
              {
                "provider": "cronalert_mcp",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$20/mo",
                "monthly_usd": 20
              },
              {
                "provider": "cronalert_mcp",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$50/mo",
                "monthly_usd": 50
              },
              {
                "provider": "crossdeck_prism",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$49 / month",
                "monthly_usd": 49
              },
              {
                "provider": "crossdeck_prism",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$149 / month",
                "monthly_usd": 149
              },
              {
                "provider": "crossdeck_prism",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$349 / month",
                "monthly_usd": 349
              },
              {
                "provider": "fleethelp_support",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$99/mo",
                "monthly_usd": 99
              },
              {
                "provider": "swiftask_pagerduty",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "18 € / month",
                "monthly_usd": 20.52
              },
              {
                "provider": "swiftask_pagerduty",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "129 € per month",
                "monthly_usd": 147.06
              },
              {
                "provider": "swiftask_pagerduty",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "649 € per month",
                "monthly_usd": 739.86
              },
              {
                "provider": "uptimebolt_mcp_server",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$23/mes",
                "monthly_usd": 23
              },
              {
                "provider": "uptimebolt_mcp_server",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$79/mes",
                "monthly_usd": 79
              },
              {
                "provider": "uptimebolt_mcp_server",
                "tier": "enterprise",
                "billing": "monthly",
                "unit": "flat",
                "price": "$239/mes",
                "monthly_usd": 239
              }
            ]
          },
          {
            "billing": "monthly",
            "unit": "per_user",
            "count": 6,
            "offers": [
              {
                "provider": "ilert_ai_sre",
                "tier": "pro",
                "billing": "monthly",
                "unit": "per_user",
                "price": "€19 per user per month, min. 3 users",
                "monthly_usd": 21.66
              },
              {
                "provider": "ilert_ai_sre",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "per_user",
                "price": "€39 per user per month, min. 3 users",
                "monthly_usd": 44.46
              },
              {
                "provider": "ilert_ai_sre",
                "tier": "enterprise",
                "billing": "monthly",
                "unit": "per_user",
                "price": "Starts from €49 per user per month",
                "monthly_usd": 55.86
              },
              {
                "provider": "oneuptime_mcp",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "per_user",
                "price": "$20 /mo per user billed yearly",
                "monthly_usd": 20
              },
              {
                "provider": "oneuptime_mcp",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "per_user",
                "price": "$84 /mo per user billed yearly",
                "monthly_usd": 84
              },
              {
                "provider": "rootly",
                "tier": "individual",
                "billing": "monthly",
                "unit": "per_user",
                "price": "$20 per user/mo",
                "monthly_usd": 20
              }
            ]
          },
          {
            "billing": "one_time",
            "unit": "flat",
            "count": 2,
            "offers": [
              {
                "provider": "agent_rescue_desk_production_t",
                "tier": "pro",
                "billing": "one_time",
                "unit": "flat",
                "price": "49 USDC",
                "monthly_usd": null
              },
              {
                "provider": "agent_rescue_desk_production_t",
                "tier": "enterprise",
                "billing": "one_time",
                "unit": "flat",
                "price": "$1,000",
                "monthly_usd": null
              }
            ]
          },
          {
            "billing": "usage",
            "unit": "flat",
            "count": 2,
            "offers": [
              {
                "provider": "fleethelp_support",
                "tier": "pro",
                "billing": "usage",
                "unit": "flat",
                "price": "$29/50 msgs",
                "monthly_usd": null
              },
              {
                "provider": "oneuptime_mcp",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$1 per monitor per month",
                "monthly_usd": null
              }
            ]
          },
          {
            "billing": "unspecified_period",
            "unit": "flat",
            "count": 6,
            "offers": [
              {
                "provider": "crossdeck_prism",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Talk to us",
                "monthly_usd": null
              },
              {
                "provider": "harness_ai_sre",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact Sales",
                "monthly_usd": null
              },
              {
                "provider": "harness_ai_sre",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact Sales",
                "monthly_usd": null
              },
              {
                "provider": "oneuptime_mcp",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "rootly",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "swiftask_pagerduty",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              }
            ]
          }
        ],
        "coverage": {
          "priced_providers": 10,
          "normalized_observations": 19,
          "comparable_providers": 8,
          "strict_cohorts": 4,
          "exclusion_reasons": {
            "one_time": 2,
            "ambiguous_cadence": 6,
            "usage_not_monthly": 2,
            "free_or_zero": 4
          }
        }
      }
    },
    "billingMix": {
      "freemium": 7,
      "free": 6,
      "subscription": 3,
      "contact_sales": 1
    },
    "freeTierShare": 0.76,
    "medianLowestUsd": 23.92
  },
  "movement": {
    "niche": "incident-response-sre",
    "sector": "developer-tools-infra",
    "pricedNow": 9,
    "pairs": 9,
    "repriced": [
      {
        "handle": "ilert_ai_sre",
        "from": 21.87,
        "to": 21.91,
        "pct": 0.2
      },
      {
        "handle": "swiftask_pagerduty",
        "from": 20.72,
        "to": 20.75,
        "pct": 0.1
      }
    ],
    "newlyPriced": [],
    "droppedFromPriced": [],
    "likeForLikePct": 0,
    "kind": "repricing",
    "narrative": "Genuine repricing: 2 agents repriced — all up (avg +0%)."
  },
  "index_series": {
    "series": [
      {
        "day": "2026-07-08",
        "index": 100,
        "pairs": 21,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-09",
        "index": 100,
        "pairs": 21,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-10",
        "index": 100,
        "pairs": 21,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-11",
        "index": 100,
        "pairs": 18,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-12",
        "index": 100,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-13",
        "index": 100,
        "pairs": 17,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-14",
        "index": 100,
        "pairs": 18,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-15",
        "index": 100,
        "pairs": 18,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-16",
        "index": 100,
        "pairs": 18,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-17",
        "index": 100,
        "pairs": 18,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-18",
        "index": 100,
        "pairs": 17,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-19",
        "index": 100,
        "pairs": 17,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-20",
        "index": 100,
        "pairs": 17,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-21",
        "index": 100,
        "pairs": 17,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-22",
        "index": 100,
        "pairs": 18,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-23",
        "index": 100,
        "pairs": 18,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-24",
        "index": 100,
        "pairs": 17,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-25",
        "index": 100,
        "pairs": 17,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-26",
        "index": 100,
        "pairs": 17,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-27",
        "index": 100,
        "pairs": 17,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-28",
        "index": 100,
        "pairs": 15,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-29",
        "index": 100,
        "pairs": 15,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-30",
        "index": 100,
        "pairs": 15,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-31",
        "index": 100,
        "pairs": 15,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-01",
        "index": 100,
        "pairs": 15,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-02",
        "index": 100,
        "pairs": 18,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-03",
        "index": 100,
        "pairs": 18,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-04",
        "index": 100,
        "pairs": 18,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-05",
        "index": 100,
        "pairs": 18,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-06",
        "index": 100,
        "pairs": 18,
        "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": "cronalert_mcp",
      "name": "CronAlert",
      "url": "https://cronalert.com",
      "short_summary": "uptime monitoring and incident management",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 5,
        "monthly_usd": 5,
        "headline": "Free tier, then from $5/mo",
        "summary": "Free tier, then from $5/mo. CronAlert offers a permanent free plan and paid monthly plans from $5/mo to $50/mo, with pricing shown for Free, Pro, Team, and Business tiers."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "fleethelp_support",
      "name": "Fleethelp Support",
      "url": "https://fleethelp.ai/",
      "short_summary": "Provides agent-to-agent (A2A) technical support: debugs infrastructure, troubleshoots workflows, reviews agent architecture, and answers production operations…",
      "price": {
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 99,
        "monthly_usd": 99,
        "headline": "From $99/mo",
        "summary": "From $99/mo. FleetHelp offers one $99/month organization plan with 100 messages included and additional 50-message packs from $29."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "github_martinimarcello00sreage",
      "name": "Github Martinimarcello00sreage",
      "url": "https://github.com/martinimarcello00/SRE-agent",
      "short_summary": "Autonomous incident response in Kubernetes: detects, diagnoses, and performs root cause analysis of microservice faults to reduce Mean Time to Resolution",
      "price": {
        "observed": false,
        "billing": "unknown",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "GitHub offers a free plan, a Team plan at $4 per user/month, and Enterprise starting at $21 per user/month."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "holmesgpt",
      "name": "Holmesgpt",
      "url": "https://holmesgpt.dev/",
      "short_summary": "investigates production incidents and troubleshoots problems across infrastructure (Kubernetes, VMs, cloud services, databases); runs health checks and can ope…",
      "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": "koalr_mcp",
      "name": "koalr-mcp",
      "url": "https://docs.koalr.com/docs/features/mcp-server",
      "short_summary": "provides AI agents read-only access to engineering metrics including deploy risk scores, DORA metrics, open PRs, team health, coverage, and incident data",
      "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": "pitstop",
      "name": "pitstop",
      "url": "https://pitstop.dev/",
      "short_summary": "classifies AI/API execution failures into WAIT, CAP, or STOP categories",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No reliable public pricing period or plan details were visible on the homepage."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "stakpak",
      "name": "Stakpak",
      "url": "https://stakpak.dev",
      "short_summary": "Monitors apps in production 24/7, detects issues, and auto-remediates (e.g., restarts apps, renews TLS certs, finds cost savings) with reporting",
      "price": {
        "observed": false,
        "billing": "unknown",
        "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": "uptime_monitoring",
      "name": "Uptime Monitoring",
      "url": "https://pingzen.dev/",
      "short_summary": "monitors websites, APIs, and services for uptime and performance across 23 protocols",
      "price": {
        "observed": true,
        "billing": "free",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Free",
        "summary": "PingZen publicly lists Free and Pro plans, both shown as free, with higher usage limits and features on Pro."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "uptimebolt_mcp_server",
      "name": "Uptimebolt",
      "url": "https://uptimebolt.com",
      "short_summary": "AI-powered infrastructure monitoring with predictive incident detection, root cause analysis, and natural language querying",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 23,
        "monthly_usd": 23,
        "headline": "Free tier, then from $23/mo",
        "summary": "Free tier, then from $23/mo. Uptimebolt offers a freemium monitoring platform with a permanent free tier ($0/mo) and paid plans ranging from $23–$239/month, all including AI features; annual billing saves up to 20%."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "xurrent_sera",
      "name": "Sera AI Agents",
      "url": "https://www.xurrent.com/",
      "short_summary": "automates IT service operations including triage, classification, routing, ticket closure, incident correlation, status page updates, and knowledge article dra…",
      "price": {
        "observed": true,
        "billing": "contact_sales",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Contact sales (no public price)",
        "summary": "Xurrent offers tiered ITSM/ESM platform plans with AI included, but no public pricing is displayed; contact sales required."
      },
      "evidence_quality": "high",
      "upvotes": 0
    }
  ],
  "platforms_also_here": [
    {
      "agent_id": "itechsmart_prooflink_mcp_serve",
      "name": "Itechsmart Prooflink Mcp Serve",
      "url": "https://mcp.itechsmart.dev/",
      "short_summary": "iTechSmart ProofLink MCP Server exposes 66 governed tools for ProofLink receipt verification, UAIO platform status, autonomous IT operations, compliance eviden…",
      "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": "mcp-server-ecosystem",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "sentry_seer",
      "name": "Seer",
      "url": "https://sentry.io/product/seer/",
      "short_summary": "Automatically debugs production issues — finds root causes, drafts code fixes, reviews PRs against production data, and answers debugging questions",
      "price": {
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 26,
        "monthly_usd": 26,
        "headline": "From $26/mo",
        "summary": "From $26/mo. Sentry pricing shown includes a Team plan at $26.00/mo plus Seer at $40 per active contributor per month, with usage above quotas billed separately."
      },
      "home_niche": "ai-debugging-agent",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "tines",
      "name": "Tines",
      "url": "https://tines.com/",
      "short_summary": "AI orchestration platform for security and IT teams. Connects tools, deploys intelligent agents, and automates workflows with case management, universal AI cop…",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Free tier + paid plans (price not published)",
        "summary": "Tines offers a free edition with three live workflows and a one-time $50 AI allowance, while paid editions require getting pricing."
      },
      "home_niche": "ai-security-orchestrator",
      "also_covers": true,
      "upvotes": 0
    }
  ],
  "page_url": "https://agentery.com/market/incident-response-sre",
  "summary": {
    "niche": "incident-response-sre",
    "sector": "developer-tools-infra",
    "pricing_by_provider_type": {
      "headline": "Prices differ by provider type and buyer tier — no blended headline is used. Strongest cohort: MCP servers · Pro median $79/mo (3 providers). See benchmarks_by_provider_type_and_tier for the full matrix.",
      "benchmarks": [
        {
          "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": 3,
          "reliability": "low",
          "median": 79,
          "p25": null,
          "p75": null,
          "status": "median_only"
        },
        {
          "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": 2,
          "reliability": "low",
          "median": null,
          "p25": null,
          "p75": null,
          "status": "observed_offers_only",
          "observed_offers": [
            20.52,
            99
          ]
        },
        {
          "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": [
            23,
            49
          ]
        },
        {
          "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": 2,
          "reliability": "low",
          "median": null,
          "p25": null,
          "p75": null,
          "status": "observed_offers_only",
          "observed_offers": [
            35,
            349
          ]
        }
      ],
      "warnings": [
        "This niche currently has sufficient MCP pricing but insufficient agent pricing."
      ],
      "full_pricing_via": {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "incident-response-sre"
        },
        "note": "add provider_type + buyer_tier for a specific cohort"
      }
    },
    "page_url": "https://agentery.com/market/incident-response-sre",
    "counts": {
      "listings_with_price_capture": 52,
      "listings_with_observed_public_price": 17,
      "providers_with_numeric_monthly_price_latest_scan": 9,
      "like_for_like_comparable_pairs": 9
    },
    "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": 36,
        "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": "uptimebolt_mcp_server",
            "usd": 23
          },
          {
            "provider": "crossdeck_prism",
            "usd": 49
          }
        ]
      },
      {
        "tier": "pro",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 79,
        "provider_count": 5,
        "plan_observation_count": 5,
        "data_confidence": 0.38,
        "data_confidence_basis": {
          "provider_component": 0.42,
          "observation_component": 0.25,
          "provider_count": 5,
          "plan_observation_count": 5
        },
        "reliability": "medium",
        "members": [
          {
            "provider": "cronalert_mcp",
            "usd": 5
          },
          {
            "provider": "swiftask_pagerduty",
            "usd": 20.52
          },
          {
            "provider": "uptimebolt_mcp_server",
            "usd": 79
          },
          {
            "provider": "fleethelp_support",
            "usd": 99
          },
          {
            "provider": "crossdeck_prism",
            "usd": 149
          }
        ],
        "p25": 20.52,
        "p75": 99
      },
      {
        "tier": "team_sme",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 349,
        "provider_count": 3,
        "plan_observation_count": 5,
        "data_confidence": 0.25,
        "data_confidence_basis": {
          "provider_component": 0.25,
          "observation_component": 0.25,
          "provider_count": 3,
          "plan_observation_count": 5
        },
        "reliability": "low",
        "members": [
          {
            "provider": "cronalert_mcp",
            "usd": 35
          },
          {
            "provider": "crossdeck_prism",
            "usd": 349
          },
          {
            "provider": "swiftask_pagerduty",
            "usd": 443.46
          }
        ]
      },
      {
        "tier": "team_sme",
        "currency": "USD",
        "period": "month",
        "unit": "per_user",
        "median": 48.23,
        "provider_count": 2,
        "plan_observation_count": 3,
        "data_confidence": 0.16,
        "data_confidence_basis": {
          "provider_component": 0.17,
          "observation_component": 0.15,
          "provider_count": 2,
          "plan_observation_count": 3
        },
        "reliability": "low",
        "members": [
          {
            "provider": "ilert_ai_sre",
            "usd": 44.46
          },
          {
            "provider": "oneuptime_mcp",
            "usd": 52
          }
        ]
      }
    ],
    "pricing_coverage": {
      "listings_with_price_capture": 52,
      "listings_with_observed_public_price": 17,
      "normalized_observations": 19,
      "comparable_providers": 8,
      "strict_cohorts": 4,
      "exclusion_reasons": {
        "one_time": 2,
        "ambiguous_cadence": 6,
        "usage_not_monthly": 2,
        "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": {
      "one_time": 2,
      "ambiguous_cadence": 6,
      "usage_not_monthly": 2,
      "free_or_zero": 4
    },
    "billing_mix": {
      "freemium": 7,
      "free": 6,
      "subscription": 3,
      "contact_sales": 1
    },
    "free_tier_share": 0.76,
    "top_providers": [
      {
        "agent_id": "cronalert_mcp",
        "name": "CronAlert",
        "price": {
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 5,
          "monthly_usd": 5,
          "headline": "Free tier, then from $5/mo",
          "summary": "Free tier, then from $5/mo. CronAlert offers a permanent free plan and paid monthly plans from $5/mo to $50/mo, with pricing shown for Free, Pro, Team, and Business tiers."
        },
        "observed": true
      },
      {
        "agent_id": "fleethelp_support",
        "name": "Fleethelp Support",
        "price": {
          "observed": true,
          "billing": "subscription",
          "lowest_monthly_usd": 99,
          "monthly_usd": 99,
          "headline": "From $99/mo",
          "summary": "From $99/mo. FleetHelp offers one $99/month organization plan with 100 messages included and additional 50-message packs from $29."
        },
        "observed": true
      },
      {
        "agent_id": "github_martinimarcello00sreage",
        "name": "Github Martinimarcello00sreage",
        "price": {
          "observed": false,
          "billing": "unknown",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "No public price found",
          "summary": "GitHub offers a free plan, a Team plan at $4 per user/month, and Enterprise starting at $21 per user/month."
        },
        "observed": false
      },
      {
        "agent_id": "holmesgpt",
        "name": "Holmesgpt",
        "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."
        },
        "observed": false
      },
      {
        "agent_id": "koalr_mcp",
        "name": "koalr-mcp",
        "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."
        },
        "observed": false
      }
    ],
    "suggested_next_calls": [
      {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "incident-response-sre"
        },
        "purpose": "full observed price distribution + per-tier medians for this niche"
      },
      {
        "tool": "niche_report",
        "arguments": {
          "niche": "incident-response-sre",
          "response_mode": "full"
        },
        "purpose": "the complete report incl. index series and tier decomposition"
      },
      {
        "tool": "suggest_alternatives",
        "arguments": {
          "agent_id": "cronalert_mcp"
        },
        "purpose": "comparable (optionally cheaper) providers to a named agent"
      },
      {
        "tool": "get_agent_profile",
        "arguments": {
          "agent_id": "cronalert_mcp"
        },
        "purpose": "full profile, integrations and pricing for one provider"
      }
    ]
  }
}