Test Case Generation

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                "monthly_usd": 89
              },
              {
                "provider": "uiverify",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$199 /mo",
                "monthly_usd": 199
              },
              {
                "provider": "virtualworkforce_qa_copilot",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$ 19 per month billed annually",
                "monthly_usd": 19
              },
              {
                "provider": "virtualworkforce_qa_copilot",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$ 34 per month billed annually",
                "monthly_usd": 34
              },
              {
                "provider": "virtualworkforce_qa_copilot",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$ 69 per month billed annually",
                "monthly_usd": 69
              },
              {
                "provider": "zyntra",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$11 monthly",
                "monthly_usd": 11
              },
              {
                "provider": "zyntra",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$39 monthly",
                "monthly_usd": 39
              }
            ]
          },
          {
            "billing": "monthly",
            "unit": "per_seat",
            "count": 1,
            "offers": [
              {
                "provider": "testdriver",
                "tier": "pro",
                "billing": "monthly",
                "unit": "per_seat",
                "price": "$20 / month / seat",
                "monthly_usd": 20
              }
            ]
          },
          {
            "billing": "monthly",
            "unit": "per_user",
            "count": 6,
            "offers": [
              {
                "provider": "keploy",
                "tier": "pro",
                "billing": "monthly",
                "unit": "per_user",
                "price": "$19/user/mo",
                "monthly_usd": 19
              },
              {
                "provider": "qa_sphere",
                "tier": "pro",
                "billing": "monthly",
                "unit": "per_user",
                "price": "$ 12 /user/month",
                "monthly_usd": 12
              },
              {
                "provider": "qa_sphere",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "per_user",
                "price": "$ 24 /user/month",
                "monthly_usd": 24
              },
              {
                "provider": "wopee_mcp",
                "tier": "individual",
                "billing": "monthly",
                "unit": "per_user",
                "price": "19€ / user / mo",
                "monthly_usd": 21.66
              },
              {
                "provider": "wopee_mcp",
                "tier": "individual",
                "billing": "monthly",
                "unit": "per_user",
                "price": "79€ / user / mo",
                "monthly_usd": 90.06
              },
              {
                "provider": "wopee_mcp",
                "tier": "pro",
                "billing": "monthly",
                "unit": "per_user",
                "price": "179€ / user / mo",
                "monthly_usd": 204.06
              }
            ]
          },
          {
            "billing": "one_time",
            "unit": "flat",
            "count": 2,
            "offers": [
              {
                "provider": "mimiq",
                "tier": "individual",
                "billing": "one_time",
                "unit": "flat",
                "price": "$9 once",
                "monthly_usd": null
              },
              {
                "provider": "testdriver",
                "tier": "enterprise",
                "billing": "one_time",
                "unit": "flat",
                "price": "$995 / 30 Day Pilot",
                "monthly_usd": null
              }
            ]
          },
          {
            "billing": "usage",
            "unit": "flat",
            "count": 2,
            "offers": [
              {
                "provider": "momentic",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.01875",
                "monthly_usd": null
              },
              {
                "provider": "testdriver",
                "tier": "pro",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.14 Per Testing Minute",
                "monthly_usd": null
              }
            ]
          },
          {
            "billing": "usage",
            "unit": "per_minute",
            "count": 1,
            "offers": [
              {
                "provider": "stably",
                "tier": "individual",
                "billing": "usage",
                "unit": "per_minute",
                "price": "$0.01 / minute",
                "monthly_usd": null
              }
            ]
          },
          {
            "billing": "unspecified_period",
            "unit": "flat",
            "count": 15,
            "offers": [
              {
                "provider": "ai_testing_agent_amp_automatio",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "autosana",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "bugagent_mcp",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact Sales",
                "monthly_usd": null
              },
              {
                "provider": "keploy",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact sales",
                "monthly_usd": null
              },
              {
                "provider": "mimiq",
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                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "momentic",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "muggle_test",
                "tier": "individual",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Free after you verify your email",
                "monthly_usd": null
              },
              {
                "provider": "muggle_test",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us for pricing",
                "monthly_usd": null
              },
              {
                "provider": "qa_sphere",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact Us",
                "monthly_usd": null
              },
              {
                "provider": "qraftai",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "qualitymax_mcp",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "stably",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "stuntdouble_mcp",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Bespoke",
                "monthly_usd": null
              },
              {
                "provider": "tusk",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "uiverify",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              }
            ]
          }
        ],
        "coverage": {
          "priced_providers": 20,
          "normalized_observations": 37,
          "comparable_providers": 19,
          "strict_cohorts": 4,
          "exclusion_reasons": {
            "ambiguous_cadence": 15,
            "one_time": 2,
            "usage_not_monthly": 3,
            "unrankable_or_unparseable": 1,
            "range": 2,
            "promo": 1
          }
        }
      }
    },
    "quoteOnlyProvidersByTier": {
      "pro": 0,
      "enterprise": 14,
      "team_sme": 0,
      "individual": 1
    },
    "billingMix": {
      "freemium": 17,
      "free": 4,
      "usage": 1,
      "subscription": 4
    },
    "freeTierShare": 0.81,
    "medianLowestUsd": 24.99
  },
  "movement": {
    "niche": "test-case-generation",
    "sector": "developer-tools-infra",
    "pricedNow": 18,
    "pairs": 16,
    "repriced": [
      {
        "handle": "qualitymax_mcp",
        "from": 22.39,
        "to": 22.35,
        "pct": -0.2
      },
      {
        "handle": "stuntdouble_mcp",
        "from": 10.08,
        "to": 10.06,
        "pct": -0.2
      },
      {
        "handle": "wopee_mcp",
        "from": 21.28,
        "to": 21.24,
        "pct": -0.2
      }
    ],
    "newlyPriced": [
      "autosana"
    ],
    "droppedFromPriced": [
      "qraftai"
    ],
    "likeForLikePct": 0,
    "kind": "mixed",
    "narrative": "Repricing + composition: 3 agents repriced — all down (avg 0%); 1 newly published pricing; 1 stopped showing a public price."
  },
  "index_series": {
    "series": [
      {
        "day": "2026-09-16",
        "index": 100.076,
        "pairs": 31,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-17",
        "index": 100.076,
        "pairs": 31,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-18",
        "index": 100.076,
        "pairs": 32,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-19",
        "index": 100.076,
        "pairs": 30,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-20",
        "index": 100.076,
        "pairs": 30,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-21",
        "index": 100.076,
        "pairs": 30,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-22",
        "index": 100.076,
        "pairs": 28,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-23",
        "index": 100.076,
        "pairs": 27,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-24",
        "index": 100.076,
        "pairs": 27,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-25",
        "index": 100.076,
        "pairs": 24,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-26",
        "index": 100.076,
        "pairs": 23,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-27",
        "index": 100.076,
        "pairs": 25,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-28",
        "index": 100.076,
        "pairs": 26,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-29",
        "index": 100.076,
        "pairs": 22,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-30",
        "index": 100.076,
        "pairs": 22,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-01",
        "index": 100.076,
        "pairs": 22,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-02",
        "index": 100.076,
        "pairs": 28,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-03",
        "index": 100.076,
        "pairs": 26,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-04",
        "index": 100.076,
        "pairs": 26,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-05",
        "index": 100.076,
        "pairs": 29,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-06",
        "index": 100.076,
        "pairs": 32,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-07",
        "index": 100.076,
        "pairs": 32,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-08",
        "index": 100.076,
        "pairs": 31,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-09",
        "index": 100.076,
        "pairs": 31,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-10",
        "index": 100.076,
        "pairs": 31,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-11",
        "index": 100.076,
        "pairs": 33,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-12",
        "index": 100.076,
        "pairs": 33,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-13",
        "index": 100.076,
        "pairs": 27,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-14",
        "index": 100.076,
        "pairs": 27,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-15",
        "index": 100.076,
        "pairs": 27,
        "dayChangePct": 0
      }
    ],
    "latest": 100.076,
    "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": "ai_testing_agent_amp_automatio",
      "name": "Ai Testing Agent Amp Automatio",
      "url": "https://testsprite.com/",
      "short_summary": "Builds and runs end-to-end QA tests on live apps, explores apps like a real user, flags bugs, returns failure bundles with root-cause hypotheses and recommende…",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Starter",
            "monthly_native": 19,
            "monthly_usd": 19,
            "commitment": "monthly",
            "basis": "$19/month",
            "billing_verified": false,
            "billing_note": "the pricing page has a \"Monthly Yearly Save 35%\" toggle and only one state was captured; this may be the annual-billing rate, so the month-to-month price is not verified"
          },
          "currency": "USD",
          "notes": [
            "billing period unverified: the pricing page has a \"Monthly Yearly Save 35%\" toggle and only one state was captured; this may be the annual-billing rate, so the month-to-month price is not verified"
          ],
          "lines": [
            {
              "name": "Free",
              "price": "$0 /mo",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "Starter",
              "price": "$19/mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Standard",
              "price": "$39 /mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Pro",
              "price": "$69 /mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Enterprise",
              "price": "Contact us",
              "kind": "custom"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 19,
        "monthly_usd": 19,
        "headline": "Free plan; paid from $19/mo (billing period unverified: page has a Monthly/Annual toggle)",
        "summary": "Free plan; paid from $19/mo (billing period unverified: page has a Monthly/Annual toggle). TestSprite offers a free tier and public monthly plans from $19 to $69, while Enterprise pricing is listed as contact sales."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "bugagent_mcp",
      "name": "Bugagent",
      "url": "https://bugagent.com",
      "short_summary": "QA platform providing bug reports, test management, Playwright automation, security scanning, and performance testing",
      "price": {
        "commercial": {
          "currency": "USD",
          "lines": [
            {
              "name": "Free",
              "price": "$0",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "Enterprise",
              "price": "Contact Sales",
              "kind": "custom"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Free plan; paid plans by quote",
        "summary": "Free plan; paid plans by quote. bugAgent offers a free-forever plan with usage limits, while its full Enterprise platform is available by contacting sales."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "github_herchilaunittestaiagent",
      "name": "Github Herchilaunittestaiagent",
      "url": "https://github.com/herchila/unittest-ai-agent",
      "short_summary": "automatically generates unit tests for Python functions and classes using AI",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing information was found for this open-source repository."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "keploy",
      "name": "Keploy",
      "url": "https://keploy.io/",
      "short_summary": "captures real API traffic and replays it as deterministic regression tests, auto-generated mocks, and production-like sandboxes for testing code",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Pro",
            "monthly_native": 19,
            "monthly_usd": 19,
            "commitment": "monthly",
            "basis": "$19 per user/month × 1",
            "billing_verified": true
          },
          "currency": "USD",
          "lines": [
            {
              "name": "Playground",
              "price": "Free",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "Pro",
              "price": "$19/user/mo",
              "kind": "base_subscription",
              "unit": "user",
              "billed": "monthly"
            },
            {
              "name": "Enterprise",
              "price": "Contact sales",
              "kind": "custom"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 19,
        "monthly_usd": 19,
        "headline": "Free plan; paid from $19/mo ($19 per user/month × 1)",
        "summary": "Free plan; paid from $19/mo ($19 per user/month × 1). Keploy offers a free Playground tier, Pro at $19/user/month with usage credits, and Enterprise with custom pricing for advanced security and support."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "mimiq",
      "name": "Mimiq",
      "url": "https://mimiqai.com",
      "short_summary": "tests pages, copy, and flows on simulated users to identify UX issues and conversion problems",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Pro",
            "monthly_native": 49,
            "monthly_usd": 49,
            "commitment": "monthly",
            "basis": "$49/month",
            "billing_verified": true
          },
          "currency": "USD",
          "notes": [
            "other prices: Starter $9 once (one-time)"
          ],
          "lines": [
            {
              "name": "First test",
              "price": "Free",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "Starter",
              "price": "$9 once",
              "kind": "one_off",
              "billed": "one_off"
            },
            {
              "name": "Pro",
              "price": "$49 a month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Scale",
              "price": "$149 a month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Enterprise",
              "price": "Custom",
              "kind": "custom"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 49,
        "monthly_usd": 49,
        "headline": "Free plan; paid from $49/mo",
        "summary": "Free plan; paid from $49/mo. Mimiq offers a free account, a $9 one-time Starter package, and monthly Pro and Scale plans at $49 and $149, with custom Enterprise pricing."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "octoperf",
      "name": "octoperf",
      "url": "https://api.octoperf.com/doc/mcp/",
      "short_summary": "drives OctoPerf load-testing platform operations including importing virtual users, editing and validating them, auto-correlating dynamic parameters, running l…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing information was observed in the available OctoPerf MCP documentation."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "zyntra",
      "name": "Zyntra",
      "url": "https://zyntra.app/",
      "short_summary": "provides disposable/persistent test email inboxes to catch and retrieve emails (OTPs, reset links, sign-up emails) for QA testing workflows",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Starter",
            "monthly_native": 11,
            "monthly_usd": 11,
            "commitment": "monthly",
            "basis": "$11/month",
            "billing_verified": true
          },
          "annual_option": {
            "line": "Starter (annual billing)",
            "monthly_equivalent_native": 9,
            "total_native": 108
          },
          "currency": "USD",
          "lines": [
            {
              "name": "Free",
              "price": "$0 / Month",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "Starter",
              "price": "$11 monthly",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Starter (annual billing)",
              "price": "$9 / Month billed annually",
              "kind": "base_subscription",
              "billed": "annually"
            },
            {
              "name": "Pro",
              "price": "$39 monthly",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Pro (annual billing)",
              "price": "$29 / Month billed annually",
              "kind": "base_subscription",
              "billed": "annually"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 11,
        "monthly_usd": 11,
        "headline": "Free plan; paid from $11/mo; $9/mo equivalent billed annually",
        "summary": "Free plan; paid from $11/mo; $9/mo equivalent billed annually. Zyntra offers a free tier, with paid Starter and Pro plans at $11 and $39 monthly respectively, or $9 and $29 per month when billed annually."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "autosana",
      "name": "Autosana",
      "url": "https://autosana.ai/",
      "short_summary": "generates and runs natural language end-to-end (E2E) tests for mobile and web apps, with self-healing tests that adapt to UI/code changes",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Startup",
            "monthly_native": 999,
            "monthly_usd": 999,
            "commitment": "monthly",
            "basis": "$999/month",
            "billing_verified": true
          },
          "currency": "USD",
          "notes": [
            "prepaid credit: $0 to start (funding, not a subscription)"
          ],
          "lines": [
            {
              "name": "Pay as you go",
              "price": "$0 to start",
              "kind": "credit_purchase",
              "billed": "one_off"
            },
            {
              "name": "Startup",
              "price": "$999 /month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Pro",
              "price": "$2,499 /month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Enterprise",
              "price": "Custom",
              "kind": "custom"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 999,
        "monthly_usd": 999,
        "headline": "From $999/mo",
        "summary": "From $999/mo. Autosana offers a pay-as-you-go option with 1,000 free monthly AI actions, paid Startup and Pro subscriptions at $999 and $2,499 per month, and custom Enterprise pricing."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "fire_your_qa_today",
      "name": "Fire Your Qa Today",
      "url": "https://fireyourqa.today/",
      "short_summary": "automates QA testing for web applications by learning, replaying, and validating test workflows",
      "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": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "functionize",
      "name": "Functionize AI Test Automation",
      "url": "https://functionize.com",
      "short_summary": "Builds, runs, diagnoses, self-heals, and maintains automated software tests for QA workflows",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Growth",
            "monthly_native": 40,
            "monthly_usd": 40,
            "commitment": "annual",
            "basis": "$40 per user/month × 1"
          },
          "currency": "USD",
          "lines": [
            {
              "name": "Free",
              "price": "$0",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "Growth",
              "price": "$40/user/mo or $32/user/mo billed annually",
              "kind": "base_subscription",
              "unit": "user",
              "billed": "annually"
            },
            {
              "name": "Scale",
              "price": "$200/user/mo or $160/user/mo billed annually",
              "kind": "base_subscription",
              "unit": "user",
              "billed": "annually"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 40,
        "monthly_usd": 40,
        "headline": "Free plan; paid from $40/mo ($40 per user/month × 1)",
        "summary": "Free plan; paid from $40/mo ($40 per user/month × 1). Functionize offers a permanent free plan, a $20/month Growth plan, and a $100/month Scale plan, with a launch offer advertising 50% off and bonus credits."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    }
  ],
  "platforms_also_here": [
    {
      "agent_id": "agent_ci",
      "name": "Agent Ci",
      "url": "https://agent-ci.com/",
      "short_summary": "Continuous integration platform for AI agent development teams. Provides Git-native evaluation, automated testing on pull requests, performance regression dete…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "Agent CI publicly promotes early access but does not show pricing in the supplied homepage content."
      },
      "home_niche": "ci-cd-optimization-agent",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "architect_to_product",
      "name": "Architect To Product",
      "url": "https://github.com/BernhardJackiewicz/architect-to-product",
      "short_summary": "MCP server and AI engineering framework that enforces TDD, security scanning, pentesting, and deployment automation. Turns AI-generated code into production-re…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing or paid plan amounts are shown in the supplied repository homepage content."
      },
      "home_niche": "agent-framework-open-source",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "github_agentic_workflows",
      "name": "Github Agentic Workflows",
      "url": "https://github.github.com/gh-aw",
      "short_summary": "Repository automation platform that runs AI coding agents (Copilot, Claude, Codex) as GitHub Actions with security guardrails. Write workflows in markdown to a…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public SaaS pricing plans or subscription rates were found on the homepage."
      },
      "home_niche": "devops-automation-agent",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "robotgo",
      "name": "Robotgo",
      "url": "https://atomai.cc/",
      "short_summary": "RPA, GUI automation, auto testing and computer use; automates software work via native cross-platform control of mouse, keyboard, screen",
      "price": {
        "observed": false,
        "billing": "unknown",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "Vhand shows a public price of $99.9 per user, but the billing period is not specified and teams can try it for free."
      },
      "home_niche": "desktop-automation",
      "also_covers": true,
      "upvotes": 0
    }
  ],
  "page_url": "https://agentery.com/market/test-case-generation",
  "summary": {
    "niche": "test-case-generation",
    "sector": "developer-tools-infra",
    "pricing_by_provider_type": {
      "headline": "Prices differ by provider type and buyer tier — no blended headline is used. Strongest cohort: Agents · Pro median $127/mo (6 providers). See benchmarks_by_provider_type_and_tier for the full matrix.",
      "benchmarks": [
        {
          "provider_type": "agent",
          "provider_type_label": "Agents",
          "buyer_tier": "pro",
          "buyer_tier_label": "Pro",
          "pricing_unit": "flat",
          "pricing_unit_label": "flat monthly",
          "comparable_provider_count": 6,
          "reliability": "medium",
          "median": 126.5,
          "p25": 35.25,
          "p75": 349,
          "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": 6,
          "reliability": "medium",
          "median": 92.5,
          "p25": 53.63,
          "p75": 143,
          "status": "ok"
        },
        {
          "provider_type": "mcp",
          "provider_type_label": "MCP servers",
          "buyer_tier": "individual",
          "buyer_tier_label": "Individual",
          "pricing_unit": "flat",
          "pricing_unit_label": "flat monthly",
          "comparable_provider_count": 4,
          "reliability": "low",
          "median": 50.72,
          "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": 124,
          "p25": null,
          "p75": null,
          "status": "median_only"
        },
        {
          "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": 3,
          "reliability": "low",
          "median": 149,
          "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": [
            19,
            49
          ]
        }
      ],
      "warnings": [],
      "full_pricing_via": {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "test-case-generation"
        },
        "note": "add provider_type + buyer_tier for a specific cohort"
      }
    },
    "page_url": "https://agentery.com/market/test-case-generation",
    "counts": {
      "listings_with_price_capture": 53,
      "listings_with_observed_public_price": 26,
      "providers_with_numeric_monthly_price_latest_scan": 18,
      "like_for_like_comparable_pairs": 16
    },
    "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": 35.89,
        "provider_count": 6,
        "plan_observation_count": 6,
        "data_confidence": 0.46,
        "data_confidence_basis": {
          "provider_component": 0.5,
          "observation_component": 0.3,
          "provider_count": 6,
          "plan_observation_count": 6
        },
        "reliability": "medium",
        "members": [
          {
            "provider": "zyntra",
            "usd": 11
          },
          {
            "provider": "ai_testing_agent_amp_automatio",
            "usd": 19
          },
          {
            "provider": "qualitymax_mcp",
            "usd": 22.79
          },
          {
            "provider": "qraftai",
            "usd": 49
          },
          {
            "provider": "stuntdouble_mcp",
            "usd": 78.66
          },
          {
            "provider": "uiverify",
            "usd": 89
          }
        ],
        "p25": 19.95,
        "p75": 71.25
      },
      {
        "tier": "pro",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 126.5,
        "provider_count": 10,
        "plan_observation_count": 11,
        "data_confidence": 0.78,
        "data_confidence_basis": {
          "provider_component": 0.83,
          "observation_component": 0.55,
          "provider_count": 10,
          "plan_observation_count": 11
        },
        "reliability": "medium",
        "members": [
          {
            "provider": "virtualworkforce_qa_copilot",
            "usd": 19
          },
          {
            "provider": "operative",
            "usd": 29
          },
          {
            "provider": "zyntra",
            "usd": 39
          },
          {
            "provider": "mimiq",
            "usd": 49
          },
          {
            "provider": "ai_testing_agent_amp_automatio",
            "usd": 54
          },
          {
            "provider": "uiverify",
            "usd": 199
          },
          {
            "provider": "muggle_test",
            "usd": 199
          },
          {
            "provider": "qraftai",
            "usd": 399
          },
          {
            "provider": "stuntdouble_mcp",
            "usd": 603.06
          },
          {
            "provider": "autosana",
            "usd": 2499
          }
        ],
        "p25": 41.5,
        "p75": 349
      },
      {
        "tier": "pro",
        "currency": "USD",
        "period": "month",
        "unit": "per_user",
        "median": 19,
        "provider_count": 3,
        "plan_observation_count": 3,
        "data_confidence": 0.23,
        "data_confidence_basis": {
          "provider_component": 0.25,
          "observation_component": 0.15,
          "provider_count": 3,
          "plan_observation_count": 3
        },
        "reliability": "low",
        "members": [
          {
            "provider": "qa_sphere",
            "usd": 12
          },
          {
            "provider": "keploy",
            "usd": 19
          },
          {
            "provider": "wopee_mcp",
            "usd": 204.06
          }
        ]
      },
      {
        "tier": "team_sme",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 125,
        "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": "tusk",
            "usd": 50
          },
          {
            "provider": "virtualworkforce_qa_copilot",
            "usd": 51.5
          },
          {
            "provider": "functionize",
            "usd": 60
          },
          {
            "provider": "qualitymax_mcp",
            "usd": 90.06
          },
          {
            "provider": "momentic",
            "usd": 125
          },
          {
            "provider": "mimiq",
            "usd": 149
          },
          {
            "provider": "qraftai",
            "usd": 149
          },
          {
            "provider": "stably",
            "usd": 155
          },
          {
            "provider": "stuntdouble_mcp",
            "usd": 283.86
          }
        ],
        "p25": 60,
        "p75": 149
      }
    ],
    "pricing_coverage": {
      "listings_with_price_capture": 53,
      "listings_with_observed_public_price": 26,
      "normalized_observations": 37,
      "comparable_providers": 19,
      "strict_cohorts": 4,
      "exclusion_reasons": {
        "ambiguous_cadence": 15,
        "one_time": 2,
        "usage_not_monthly": 3,
        "unrankable_or_unparseable": 1,
        "range": 2,
        "promo": 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": {
      "ambiguous_cadence": 15,
      "one_time": 2,
      "usage_not_monthly": 3,
      "unrankable_or_unparseable": 1,
      "range": 2,
      "promo": 1
    },
    "billing_mix": {
      "freemium": 17,
      "free": 4,
      "usage": 1,
      "subscription": 4
    },
    "free_tier_share": 0.81,
    "top_providers": [
      {
        "agent_id": "ai_testing_agent_amp_automatio",
        "name": "Ai Testing Agent Amp Automatio",
        "price": {
          "commercial": {
            "entry_offer": {
              "line": "Starter",
              "monthly_native": 19,
              "monthly_usd": 19,
              "commitment": "monthly",
              "basis": "$19/month",
              "billing_verified": false,
              "billing_note": "the pricing page has a \"Monthly Yearly Save 35%\" toggle and only one state was captured; this may be the annual-billing rate, so the month-to-month price is not verified"
            },
            "currency": "USD",
            "notes": [
              "billing period unverified: the pricing page has a \"Monthly Yearly Save 35%\" toggle and only one state was captured; this may be the annual-billing rate, so the month-to-month price is not verified"
            ],
            "lines": [
              {
                "name": "Free",
                "price": "$0 /mo",
                "kind": "free",
                "billed": "monthly"
              },
              {
                "name": "Starter",
                "price": "$19/mo",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "Standard",
                "price": "$39 /mo",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "Pro",
                "price": "$69 /mo",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "Enterprise",
                "price": "Contact us",
                "kind": "custom"
              }
            ]
          },
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 19,
          "monthly_usd": 19,
          "headline": "Free plan; paid from $19/mo (billing period unverified: page has a Monthly/Annual toggle)",
          "summary": "Free plan; paid from $19/mo (billing period unverified: page has a Monthly/Annual toggle). TestSprite offers a free tier and public monthly plans from $19 to $69, while Enterprise pricing is listed as contact sales."
        },
        "observed": true
      },
      {
        "agent_id": "bugagent_mcp",
        "name": "Bugagent",
        "price": {
          "commercial": {
            "currency": "USD",
            "lines": [
              {
                "name": "Free",
                "price": "$0",
                "kind": "free",
                "billed": "monthly"
              },
              {
                "name": "Enterprise",
                "price": "Contact Sales",
                "kind": "custom"
              }
            ]
          },
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "Free plan; paid plans by quote",
          "summary": "Free plan; paid plans by quote. bugAgent offers a free-forever plan with usage limits, while its full Enterprise platform is available by contacting sales."
        },
        "observed": true
      },
      {
        "agent_id": "github_herchilaunittestaiagent",
        "name": "Github Herchilaunittestaiagent",
        "price": {
          "observed": false,
          "billing": "not_found",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "No public price found",
          "summary": "No public pricing information was found for this open-source repository."
        },
        "observed": false
      },
      {
        "agent_id": "keploy",
        "name": "Keploy",
        "price": {
          "commercial": {
            "entry_offer": {
              "line": "Pro",
              "monthly_native": 19,
              "monthly_usd": 19,
              "commitment": "monthly",
              "basis": "$19 per user/month × 1",
              "billing_verified": true
            },
            "currency": "USD",
            "lines": [
              {
                "name": "Playground",
                "price": "Free",
                "kind": "free",
                "billed": "monthly"
              },
              {
                "name": "Pro",
                "price": "$19/user/mo",
                "kind": "base_subscription",
                "unit": "user",
                "billed": "monthly"
              },
              {
                "name": "Enterprise",
                "price": "Contact sales",
                "kind": "custom"
              }
            ]
          },
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 19,
          "monthly_usd": 19,
          "headline": "Free plan; paid from $19/mo ($19 per user/month × 1)",
          "summary": "Free plan; paid from $19/mo ($19 per user/month × 1). Keploy offers a free Playground tier, Pro at $19/user/month with usage credits, and Enterprise with custom pricing for advanced security and support."
        },
        "observed": true
      },
      {
        "agent_id": "mimiq",
        "name": "Mimiq",
        "price": {
          "commercial": {
            "entry_offer": {
              "line": "Pro",
              "monthly_native": 49,
              "monthly_usd": 49,
              "commitment": "monthly",
              "basis": "$49/month",
              "billing_verified": true
            },
            "currency": "USD",
            "notes": [
              "other prices: Starter $9 once (one-time)"
            ],
            "lines": [
              {
                "name": "First test",
                "price": "Free",
                "kind": "free",
                "billed": "monthly"
              },
              {
                "name": "Starter",
                "price": "$9 once",
                "kind": "one_off",
                "billed": "one_off"
              },
              {
                "name": "Pro",
                "price": "$49 a month",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "Scale",
                "price": "$149 a month",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "Enterprise",
                "price": "Custom",
                "kind": "custom"
              }
            ]
          },
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 49,
          "monthly_usd": 49,
          "headline": "Free plan; paid from $49/mo",
          "summary": "Free plan; paid from $49/mo. Mimiq offers a free account, a $9 one-time Starter package, and monthly Pro and Scale plans at $49 and $149, with custom Enterprise pricing."
        },
        "observed": true
      }
    ],
    "suggested_next_calls": [
      {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "test-case-generation"
        },
        "purpose": "full observed price distribution + per-tier medians for this niche"
      },
      {
        "tool": "niche_report",
        "arguments": {
          "niche": "test-case-generation",
          "response_mode": "full"
        },
        "purpose": "the complete report incl. index series and tier decomposition"
      },
      {
        "tool": "suggest_alternatives",
        "arguments": {
          "agent_id": "ai_testing_agent_amp_automatio"
        },
        "purpose": "comparable (optionally cheaper) providers to a named agent"
      },
      {
        "tool": "get_agent_profile",
        "arguments": {
          "agent_id": "ai_testing_agent_amp_automatio"
        },
        "purpose": "full profile, integrations and pricing for one provider"
      }
    ]
  }
}