Medical Imaging Analysis

{
  "niche": "medical-imaging-analysis",
  "parent_sector": "healthcare-ops",
  "provider_type_pricing": {
    "slug": "medical-imaging-analysis",
    "pricing_basis": "lowest_observed_monthly_usd",
    "provider_type_methodology": "commercial-form-v2",
    "provider_type_methodology_published_at": "2026-07-31",
    "blended": {
      "median": 129,
      "p25": null,
      "p75": null,
      "providers": 3
    },
    "by_provider_type": {
      "agent": {
        "median": 129,
        "p25": null,
        "p75": null,
        "providers": 3,
        "publishable": true,
        "confidence": "provisional"
      },
      "mcp": {
        "median": null,
        "p25": null,
        "p75": null,
        "providers": 0,
        "publishable": false,
        "confidence": "insufficient",
        "reason": "Fewer than three comparable priced MCP servers are available."
      }
    },
    "recommended_cohort": null,
    "recommendation_reason": "Choose the cohort according to the commercial delivery type being assessed.",
    "fallback_context": null,
    "context_note": null
  },
  "crowding_level": "crowded",
  "observed_node_count": 9,
  "adjacent_niches": [
    "claims-denial-management",
    "clinical-trial-recruitment",
    "hcc-risk-adjustment",
    "pharmacy-benefits-management",
    "medical-billing-codes",
    "veterinary-triage"
  ],
  "market_pulse": {
    "pulse": 53,
    "drivers": [
      "enterprise money present"
    ],
    "price_move_30d_pct": null,
    "money_share": 0.5,
    "entry_rate": 0,
    "alive_share": 1
  },
  "price_move": {
    "d_pct": 0,
    "w_pct": 0,
    "m_pct": 0,
    "comparable_agents": 3,
    "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,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100
      ],
      "pro": [
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100
      ],
      "team_sme": [
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100
      ],
      "enterprise": [
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100
      ]
    },
    "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": 2,
      "team_sme": 1,
      "enterprise": 0
    },
    "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": 12,
    "observed": 4,
    "byPersona": {
      "free": {
        "n": 1,
        "nPriced": 0,
        "reliability": "none",
        "median": null,
        "p25": null,
        "p75": null,
        "min": null,
        "max": null,
        "mean": null,
        "stdev": null,
        "usageShare": 0
      },
      "individual": {
        "n": 3,
        "nPriced": 3,
        "reliability": "low",
        "median": 129,
        "p25": 75.96,
        "p75": 564,
        "min": 22.92,
        "max": 999,
        "mean": 383.64,
        "stdev": 535.55,
        "usageShare": 0
      },
      "pro": {
        "n": 2,
        "nPriced": 2,
        "reliability": "low",
        "median": 212,
        "p25": 118.5,
        "p75": 305.5,
        "min": 25,
        "max": 399,
        "mean": 212,
        "stdev": 264.46,
        "usageShare": 0
      },
      "team_sme": {
        "n": 2,
        "nPriced": 2,
        "reliability": "low",
        "median": 1749,
        "p25": 1624,
        "p75": 1874,
        "min": 1499,
        "max": 1999,
        "mean": 1749,
        "stdev": 353.55,
        "usageShare": 0
      },
      "enterprise": {
        "n": 2,
        "nPriced": 0,
        "reliability": "none",
        "median": null,
        "p25": null,
        "p75": null,
        "min": null,
        "max": null,
        "mean": null,
        "stdev": null,
        "usageShare": 0
      }
    },
    "byPersonaMonthly": {
      "free": {
        "nMonthly": 0,
        "p25": null,
        "median": null,
        "p75": null,
        "confidence": "none",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": false
      },
      "individual": {
        "nMonthly": 3,
        "p25": 75.96,
        "median": 129,
        "p75": 564,
        "confidence": "low",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": true
      },
      "pro": {
        "nMonthly": 2,
        "p25": 118.5,
        "median": 212,
        "p75": 305.5,
        "confidence": "low",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": true
      },
      "team_sme": {
        "nMonthly": 2,
        "p25": 1624,
        "median": 1749,
        "p75": 1874,
        "confidence": "low",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": true
      },
      "enterprise": {
        "nMonthly": 0,
        "p25": null,
        "median": null,
        "p75": null,
        "confidence": "none",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": false
      }
    },
    "byTierCohorts": {
      "status": "ok",
      "cohorts": [
        {
          "tier": "individual",
          "currency": "USD",
          "period": "month",
          "unit": "flat",
          "median": 129,
          "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": "deepinfinity",
              "usd": 22.92
            },
            {
              "provider": "ai_powered_radiology_radiologi",
              "usd": 129
            },
            {
              "provider": "markteer",
              "usd": 999
            }
          ]
        },
        {
          "tier": "pro",
          "currency": "USD",
          "period": "month",
          "unit": "flat",
          "median": 212,
          "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": "deepinfinity",
              "usd": 25
            },
            {
              "provider": "ai_powered_radiology_radiologi",
              "usd": 399
            }
          ]
        }
      ],
      "rejected": {
        "ambiguous_cadence": 2
      },
      "evidence": {
        "status": "ok",
        "single_observations": [],
        "observed_offers": [
          {
            "billing": "monthly",
            "unit": "flat",
            "count": 7,
            "offers": [
              {
                "provider": "ai_powered_radiology_radiologi",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$129/month",
                "monthly_usd": 129
              },
              {
                "provider": "ai_powered_radiology_radiologi",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$399/month",
                "monthly_usd": 399
              },
              {
                "provider": "deepinfinity",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$275 / yearly",
                "monthly_usd": 22.92
              },
              {
                "provider": "deepinfinity",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$25 / month",
                "monthly_usd": 25
              },
              {
                "provider": "markteer",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$999/Month*",
                "monthly_usd": 999
              },
              {
                "provider": "markteer",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$1499/Month*",
                "monthly_usd": 1499
              },
              {
                "provider": "markteer",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$1999/Month*",
                "monthly_usd": 1999
              }
            ]
          },
          {
            "billing": "unspecified_period",
            "unit": "flat",
            "count": 2,
            "offers": [
              {
                "provider": "ai_powered_radiology_radiologi",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "deepinfinity",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              }
            ]
          }
        ],
        "coverage": {
          "priced_providers": 3,
          "normalized_observations": 7,
          "comparable_providers": 3,
          "strict_cohorts": 2,
          "exclusion_reasons": {
            "ambiguous_cadence": 2
          }
        }
      }
    },
    "billingMix": {
      "subscription": 3,
      "free": 1
    },
    "freeTierShare": 0.25,
    "medianLowestUsd": 129
  },
  "movement": {
    "niche": "medical-imaging-analysis",
    "sector": "healthcare-ops",
    "pricedNow": 3,
    "pairs": 2,
    "repriced": [],
    "newlyPriced": [
      "ai_powered_radiology_radiologi"
    ],
    "droppedFromPriced": [],
    "likeForLikePct": 0,
    "kind": "composition",
    "narrative": "Composition change (average moved, but no agent changed its price): 1 newly published pricing."
  },
  "index_series": {
    "series": [
      {
        "day": "2026-07-19",
        "index": 100,
        "pairs": 4,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-20",
        "index": 100,
        "pairs": 6,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-21",
        "index": 100,
        "pairs": 6,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-22",
        "index": 100,
        "pairs": 6,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-23",
        "index": 100,
        "pairs": 6,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-24",
        "index": 100,
        "pairs": 6,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-25",
        "index": 100,
        "pairs": 6,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-26",
        "index": 100,
        "pairs": 4,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-27",
        "index": 100,
        "pairs": 4,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-28",
        "index": 100,
        "pairs": 4,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-29",
        "index": 100,
        "pairs": 4,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-30",
        "index": 100,
        "pairs": 4,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-31",
        "index": 100,
        "pairs": 4,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-01",
        "index": 100,
        "pairs": 4,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-02",
        "index": 100,
        "pairs": 4,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-03",
        "index": 100,
        "pairs": 6,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-04",
        "index": 100,
        "pairs": 6,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-05",
        "index": 100,
        "pairs": 6,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-06",
        "index": 100,
        "pairs": 6,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-07",
        "index": 100,
        "pairs": 6,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-08",
        "index": 100,
        "pairs": 6,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-09",
        "index": 100,
        "pairs": 6,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-10",
        "index": 100,
        "pairs": 4,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-11",
        "index": 100,
        "pairs": 4,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-12",
        "index": 100,
        "pairs": 4,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-13",
        "index": 100,
        "pairs": 4,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-14",
        "index": 100,
        "pairs": 4,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-15",
        "index": 100,
        "pairs": 4,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-16",
        "index": 100,
        "pairs": 4,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-17",
        "index": 100,
        "pairs": 6,
        "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": "ai_powered_radiology_radiologi",
      "name": "AI Assistant for Radiology",
      "url": "https://scriptoware.com/solution/by-workflow/radiology-al-assistant",
      "short_summary": "Assists radiologists by analyzing medical images, generating diagnostic reports, capturing clinical dictation, automating workflow management, and flagging cri…",
      "price": {
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 129,
        "monthly_usd": 129,
        "headline": "From $129/mo",
        "summary": "From $129/mo. Scriptoware offers Starter at $129/month or $99 per month billed annually, Standard at $399/month or $299 per month billed annually, and custom-priced Enterprise plans."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "markteer",
      "name": "Markteer AI Medical Imaging Agent",
      "url": "https://markteer.com/ai-medical-imaging-analysis-solution",
      "short_summary": "Analyzes medical images (X-rays, CT, MRI, PET, ultrasound) for diagnostic interpretation, anomaly detection, and report generation",
      "price": {
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 999,
        "monthly_usd": 999,
        "headline": "From $999/mo",
        "summary": "From $999/mo. Public pricing lists three monthly subscription plans from $999 to $1999, each requiring a six-month commitment with monthly advance payments."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "medical_imaging_ai_for_ophthal",
      "name": "Medical Imaging Ai For Ophthal",
      "url": "https://maiabrain.com/ai-ophthalmology-agent",
      "short_summary": "Autonomously analyzes ophthalmology medical images (retinal fundus, OCT) to detect pathologies, support diagnostic decisions, and automate clinical reporting w…",
      "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": "owkinx27s_specialized_biologic",
      "name": "Specialized Biological AI Agent Pathology Explorer",
      "url": "https://owkin.com/newsfeed/owkins-specialized-biological-ai-agent-pathology-explorer-launches-with-anthropics-claude-for-healthcare-and-life-sciences",
      "short_summary": "identifies and locates cell and tissue types in patient tissue images, performs spatially-aware analysis of tumors and microenvironments, extracts biomarkers f…",
      "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": "redbrick_ai",
      "name": "Redbrick Ai",
      "url": "https://redbrickai.com/",
      "short_summary": "annotates and segments medical/radiology imaging data to create ground truth training datasets",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "RedBrick AI publicly describes a radiology data annotation platform but does not show pricing on the available homepage."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "ai_medical_imaging",
      "name": "AI-powered radiology assistant",
      "url": "https://braid.health/www/patients/ask-ai",
      "short_summary": "AI-powered radiology assistant that answers health questions about radiology/imaging, validated by board-certified radiologists",
      "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": "low",
      "upvotes": 0
    },
    {
      "agent_id": "cabot_ai",
      "name": "Cabot AI Medical Imaging Agent",
      "url": "https://cabotsolutions.com/ai-agents/medical-imaging-analysis",
      "short_summary": "analyzes medical imaging scans (X-rays, MRIs, CT scans, ultrasounds) to detect diseases, anomalies, and abnormalities, assisting radiologists with diagnosis an…",
      "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": "low",
      "upvotes": 0
    },
    {
      "agent_id": "modella_ai",
      "name": "Modella Ai",
      "url": "https://modella.ai/judith",
      "short_summary": "customizes and automates complex biomedical image analysis workflows, including cell and tissue segmentation in gigapixel pathology images and biomarker discov…",
      "price": {
        "observed": true,
        "billing": "free",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Free",
        "summary": "Judith is listed at 0USD, with access currently presented as a preview waitlist."
      },
      "evidence_quality": "low",
      "upvotes": 0
    },
    {
      "agent_id": "deepinfinity",
      "name": "Deepinfinity",
      "url": "https://deepinfinity.ai/",
      "short_summary": "Clinical AI platform with multiple specialized agents for healthcare documentation, radiology reporting, patient registration, and medical imaging analysis. Su…",
      "price": {
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 22.92,
        "monthly_usd": 22.92,
        "headline": "From $22.92/mo",
        "summary": "From $22.92/mo. DeepInfinity offers an unlimited-use healthcare workflow subscription at $25 per month or $275 per year, with custom enterprise terms available."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    },
    {
      "agent_id": "gleamer_copilot_2",
      "name": "Gleamer Copilot 2",
      "url": "https://gleamer.ai/",
      "short_summary": "AI-powered medical imaging platform for radiologists featuring automated diagnosis across X-ray, CT, MRI, and mammography modalities. Includes voice AI reporti…",
      "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": "unclear",
      "upvotes": 0
    }
  ],
  "platforms_also_here": [],
  "page_url": "https://agentery.com/market/medical-imaging-analysis",
  "summary": {
    "niche": "medical-imaging-analysis",
    "sector": "healthcare-ops",
    "pricing_by_provider_type": {
      "headline": "Prices differ by provider type and buyer tier — no blended headline is used. Strongest cohort: Agents · Individual median $129/mo (3 providers). See benchmarks_by_provider_type_and_tier for the full matrix.",
      "benchmarks": [
        {
          "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": 129,
          "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": [
            25,
            399
          ]
        }
      ],
      "warnings": [
        "This niche currently has sufficient agent pricing but insufficient MCP pricing."
      ],
      "full_pricing_via": {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "medical-imaging-analysis"
        },
        "note": "add provider_type + buyer_tier for a specific cohort"
      }
    },
    "page_url": "https://agentery.com/market/medical-imaging-analysis",
    "counts": {
      "listings_with_price_capture": 12,
      "listings_with_observed_public_price": 4,
      "providers_with_numeric_monthly_price_latest_scan": 3,
      "like_for_like_comparable_pairs": 2
    },
    "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": 129,
        "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": "deepinfinity",
            "usd": 22.92
          },
          {
            "provider": "ai_powered_radiology_radiologi",
            "usd": 129
          },
          {
            "provider": "markteer",
            "usd": 999
          }
        ]
      },
      {
        "tier": "pro",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 212,
        "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": "deepinfinity",
            "usd": 25
          },
          {
            "provider": "ai_powered_radiology_radiologi",
            "usd": 399
          }
        ]
      }
    ],
    "pricing_coverage": {
      "listings_with_price_capture": 12,
      "listings_with_observed_public_price": 4,
      "normalized_observations": 7,
      "comparable_providers": 3,
      "strict_cohorts": 2,
      "exclusion_reasons": {
        "ambiguous_cadence": 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": 2
    },
    "billing_mix": {
      "subscription": 3,
      "free": 1
    },
    "free_tier_share": 0.25,
    "top_providers": [
      {
        "agent_id": "ai_powered_radiology_radiologi",
        "name": "AI Assistant for Radiology",
        "price": {
          "observed": true,
          "billing": "subscription",
          "lowest_monthly_usd": 129,
          "monthly_usd": 129,
          "headline": "From $129/mo",
          "summary": "From $129/mo. Scriptoware offers Starter at $129/month or $99 per month billed annually, Standard at $399/month or $299 per month billed annually, and custom-priced Enterprise plans."
        },
        "observed": true
      },
      {
        "agent_id": "markteer",
        "name": "Markteer AI Medical Imaging Agent",
        "price": {
          "observed": true,
          "billing": "subscription",
          "lowest_monthly_usd": 999,
          "monthly_usd": 999,
          "headline": "From $999/mo",
          "summary": "From $999/mo. Public pricing lists three monthly subscription plans from $999 to $1999, each requiring a six-month commitment with monthly advance payments."
        },
        "observed": true
      },
      {
        "agent_id": "medical_imaging_ai_for_ophthal",
        "name": "Medical Imaging Ai For Ophthal",
        "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": "owkinx27s_specialized_biologic",
        "name": "Specialized Biological AI Agent Pathology Explorer",
        "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": "redbrick_ai",
        "name": "Redbrick Ai",
        "price": {
          "observed": false,
          "billing": "not_found",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "No public price found",
          "summary": "RedBrick AI publicly describes a radiology data annotation platform but does not show pricing on the available homepage."
        },
        "observed": false
      }
    ],
    "suggested_next_calls": [
      {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "medical-imaging-analysis"
        },
        "purpose": "full observed price distribution + per-tier medians for this niche"
      },
      {
        "tool": "niche_report",
        "arguments": {
          "niche": "medical-imaging-analysis",
          "response_mode": "full"
        },
        "purpose": "the complete report incl. index series and tier decomposition"
      },
      {
        "tool": "suggest_alternatives",
        "arguments": {
          "agent_id": "ai_powered_radiology_radiologi"
        },
        "purpose": "comparable (optionally cheaper) providers to a named agent"
      },
      {
        "tool": "get_agent_profile",
        "arguments": {
          "agent_id": "ai_powered_radiology_radiologi"
        },
        "purpose": "full profile, integrations and pricing for one provider"
      }
    ]
  }
}