Test Case Generation

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                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "qraftai",
                "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": "tusk",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              }
            ]
          }
        ],
        "coverage": {
          "priced_providers": 17,
          "normalized_observations": 30,
          "comparable_providers": 15,
          "strict_cohorts": 4,
          "exclusion_reasons": {
            "ambiguous_cadence": 8,
            "one_time": 1,
            "free_or_zero": 1,
            "usage_not_monthly": 2,
            "range": 1,
            "unrankable_or_unparseable": 2
          }
        }
      }
    },
    "billingMix": {
      "freemium": 15,
      "subscription": 3,
      "free": 4,
      "usage": 1
    },
    "freeTierShare": 0.83,
    "medianLowestUsd": 27.23
  },
  "movement": {
    "niche": "test-case-generation",
    "sector": "developer-tools-infra",
    "pricedNow": 16,
    "pairs": 15,
    "repriced": [
      {
        "handle": "testdriver",
        "from": 24,
        "to": 20,
        "pct": -16.7
      },
      {
        "handle": "wopee_mcp",
        "from": 21.95,
        "to": 21.99,
        "pct": 0.2
      }
    ],
    "newlyPriced": [
      "mimiq"
    ],
    "droppedFromPriced": [],
    "likeForLikePct": -1.2,
    "kind": "mixed",
    "narrative": "Repricing + composition: 2 agents repriced — 1 up, 1 down; 1 newly published pricing."
  },
  "index_series": {
    "series": [
      {
        "day": "2026-07-19",
        "index": 100,
        "pairs": 21,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-20",
        "index": 100,
        "pairs": 22,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-21",
        "index": 100,
        "pairs": 22,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-22",
        "index": 100,
        "pairs": 22,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-23",
        "index": 100,
        "pairs": 22,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-24",
        "index": 100.872,
        "pairs": 21,
        "dayChangePct": 0.87
      },
      {
        "day": "2026-07-25",
        "index": 100.872,
        "pairs": 21,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-26",
        "index": 100.872,
        "pairs": 21,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-27",
        "index": 100.872,
        "pairs": 23,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-28",
        "index": 100.872,
        "pairs": 23,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-29",
        "index": 100.872,
        "pairs": 23,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-30",
        "index": 100.872,
        "pairs": 23,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-31",
        "index": 100.872,
        "pairs": 23,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-01",
        "index": 100.872,
        "pairs": 23,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-02",
        "index": 100.872,
        "pairs": 23,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-03",
        "index": 100.872,
        "pairs": 25,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-04",
        "index": 100.872,
        "pairs": 25,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-05",
        "index": 100.872,
        "pairs": 25,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-06",
        "index": 100.872,
        "pairs": 25,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-07",
        "index": 100.872,
        "pairs": 25,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-08",
        "index": 100.872,
        "pairs": 25,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-09",
        "index": 100.872,
        "pairs": 24,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-10",
        "index": 100.872,
        "pairs": 24,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-11",
        "index": 100.872,
        "pairs": 25,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-12",
        "index": 100.872,
        "pairs": 25,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-13",
        "index": 100.872,
        "pairs": 25,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-14",
        "index": 100.872,
        "pairs": 25,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-15",
        "index": 100.076,
        "pairs": 23,
        "dayChangePct": -0.79
      },
      {
        "day": "2026-08-16",
        "index": 100.076,
        "pairs": 23,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-17",
        "index": 100.076,
        "pairs": 26,
        "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": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 19,
        "monthly_usd": 19,
        "headline": "Free tier, then from $19/mo",
        "summary": "Free tier, then from $19/mo. TestSprite offers a freemium model with a free tier (150 credits/month), paid plans starting at $19/month (Starter) and $69/month (Standard), plus custom Enterprise pricing."
      },
      "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": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Free tier + paid plans (price not published)",
        "summary": "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 for Unittest AI Agent is shown; the repository requires an OpenAI API key."
      },
      "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": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 19,
        "monthly_usd": 19,
        "headline": "Free tier, then from $19/mo",
        "summary": "Free tier, then from $19/mo. 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": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 29,
        "monthly_usd": 29,
        "headline": "Free tier, then from $29/mo",
        "summary": "Free tier, then from $29/mo. Mimiq offers a free tier with 100 persona credits and a $29 one-time Starter plan with 500 credits and additional access."
      },
      "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": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 11,
        "monthly_usd": 11,
        "headline": "Free tier, then from $11/mo",
        "summary": "Free tier, then from $11/mo. 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": {
        "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": "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": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 20,
        "monthly_usd": 20,
        "headline": "Free tier, then from $20/mo",
        "summary": "Free tier, then from $20/mo. Functionize offers a free-forever plan and paid individual plans from $20/month, with team plans from $40 per user per month and annual billing discounts."
      },
      "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 was found for Architect-to-Product in the supplied repository context."
      },
      "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 price found on the vendor site."
      },
      "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 $65/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": 64.5,
          "p25": 36.75,
          "p75": 166.5,
          "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": 5,
          "reliability": "medium",
          "median": 125,
          "p25": 51.5,
          "p75": 149,
          "status": "ok"
        },
        {
          "provider_type": "agent",
          "provider_type_label": "Agents",
          "buyer_tier": "individual",
          "buyer_tier_label": "Individual",
          "pricing_unit": "flat",
          "pricing_unit_label": "flat monthly",
          "comparable_provider_count": 3,
          "reliability": "low",
          "median": 29,
          "p25": null,
          "p75": null,
          "status": "median_only"
        },
        {
          "provider_type": "mcp",
          "provider_type_label": "MCP servers",
          "buyer_tier": "individual",
          "buyer_tier_label": "Individual",
          "pricing_unit": "flat",
          "pricing_unit_label": "flat monthly",
          "comparable_provider_count": 2,
          "reliability": "low",
          "median": null,
          "p25": null,
          "p75": null,
          "status": "observed_offers_only",
          "observed_offers": [
            10,
            11
          ]
        },
        {
          "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": 2,
          "reliability": "low",
          "median": null,
          "p25": null,
          "p75": null,
          "status": "observed_offers_only",
          "observed_offers": [
            29,
            39
          ]
        }
      ],
      "warnings": [
        "This niche currently has sufficient agent pricing but insufficient MCP pricing."
      ],
      "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": 49,
      "listings_with_observed_public_price": 23,
      "providers_with_numeric_monthly_price_latest_scan": 16,
      "like_for_like_comparable_pairs": 15
    },
    "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": "no material driver behind the move"
      }
    },
    "pricing_version": "cohorts-1",
    "pricing_status": "ok",
    "pricing_by_tier": [
      {
        "tier": "individual",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 19,
        "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": "bruno_mcp",
            "usd": 10
          },
          {
            "provider": "zyntra",
            "usd": 11
          },
          {
            "provider": "ai_testing_agent_amp_automatio",
            "usd": 19
          },
          {
            "provider": "muggle_test",
            "usd": 29
          },
          {
            "provider": "qraftai",
            "usd": 49
          }
        ],
        "p25": 11,
        "p75": 29
      },
      {
        "tier": "pro",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 49.5,
        "provider_count": 8,
        "plan_observation_count": 9,
        "data_confidence": 0.62,
        "data_confidence_basis": {
          "provider_component": 0.67,
          "observation_component": 0.45,
          "provider_count": 8,
          "plan_observation_count": 9
        },
        "reliability": "medium",
        "members": [
          {
            "provider": "virtualworkforce_qa_copilot",
            "usd": 19
          },
          {
            "provider": "mockhero",
            "usd": 29
          },
          {
            "provider": "operative",
            "usd": 29
          },
          {
            "provider": "zyntra",
            "usd": 39
          },
          {
            "provider": "functionize",
            "usd": 60
          },
          {
            "provider": "ai_testing_agent_amp_automatio",
            "usd": 69
          },
          {
            "provider": "muggle_test",
            "usd": 199
          },
          {
            "provider": "qraftai",
            "usd": 399
          }
        ],
        "p25": 29,
        "p75": 101.5
      },
      {
        "tier": "pro",
        "currency": "USD",
        "period": "month",
        "unit": "per_user",
        "median": 20,
        "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": "keploy",
            "usd": 19
          },
          {
            "provider": "testdriver",
            "usd": 20
          },
          {
            "provider": "wopee_mcp",
            "usd": 204.06
          }
        ]
      },
      {
        "tier": "team_sme",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 102,
        "provider_count": 6,
        "plan_observation_count": 8,
        "data_confidence": 0.48,
        "data_confidence_basis": {
          "provider_component": 0.5,
          "observation_component": 0.4,
          "provider_count": 6,
          "plan_observation_count": 8
        },
        "reliability": "medium",
        "members": [
          {
            "provider": "tusk",
            "usd": 50
          },
          {
            "provider": "virtualworkforce_qa_copilot",
            "usd": 51.5
          },
          {
            "provider": "mockhero",
            "usd": 79
          },
          {
            "provider": "momentic",
            "usd": 125
          },
          {
            "provider": "qraftai",
            "usd": 149
          },
          {
            "provider": "stably",
            "usd": 155
          }
        ],
        "p25": 58.38,
        "p75": 143
      }
    ],
    "pricing_coverage": {
      "listings_with_price_capture": 49,
      "listings_with_observed_public_price": 23,
      "normalized_observations": 30,
      "comparable_providers": 15,
      "strict_cohorts": 4,
      "exclusion_reasons": {
        "ambiguous_cadence": 8,
        "one_time": 1,
        "free_or_zero": 1,
        "usage_not_monthly": 2,
        "range": 1,
        "unrankable_or_unparseable": 2
      }
    },
    "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": 8,
      "one_time": 1,
      "free_or_zero": 1,
      "usage_not_monthly": 2,
      "range": 1,
      "unrankable_or_unparseable": 2
    },
    "billing_mix": {
      "freemium": 15,
      "subscription": 3,
      "free": 4,
      "usage": 1
    },
    "free_tier_share": 0.83,
    "top_providers": [
      {
        "agent_id": "ai_testing_agent_amp_automatio",
        "name": "Ai Testing Agent Amp Automatio",
        "price": {
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 19,
          "monthly_usd": 19,
          "headline": "Free tier, then from $19/mo",
          "summary": "Free tier, then from $19/mo. TestSprite offers a freemium model with a free tier (150 credits/month), paid plans starting at $19/month (Starter) and $69/month (Standard), plus custom Enterprise pricing."
        },
        "observed": true
      },
      {
        "agent_id": "bugagent_mcp",
        "name": "Bugagent",
        "price": {
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "Free tier + paid plans (price not published)",
          "summary": "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 for Unittest AI Agent is shown; the repository requires an OpenAI API key."
        },
        "observed": false
      },
      {
        "agent_id": "keploy",
        "name": "Keploy",
        "price": {
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 19,
          "monthly_usd": 19,
          "headline": "Free tier, then from $19/mo",
          "summary": "Free tier, then from $19/mo. 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": {
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 29,
          "monthly_usd": 29,
          "headline": "Free tier, then from $29/mo",
          "summary": "Free tier, then from $29/mo. Mimiq offers a free tier with 100 persona credits and a $29 one-time Starter plan with 500 credits and additional access."
        },
        "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"
      }
    ]
  }
}