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ESG Reporting

Query this niche via MCPniche_report({ niche: "esg-reporting" })
active marketmarket pulse 57/100commercial money present0 new builders in 30d10 listings
basis: all observed monthly plans · commercial-form-v2
Agents · median
$950/mo
3 providers
MCP servers · median
None priced — too few for a MCP servers median.

All plansAgents vs MCPs

each dot = one provider · log scale
Agents $950
Gardenia Technologies Automate · $39
esgagent · $137
Sustainability Compliance Agen · $950
Gardenia Technologies Automate · $999
$50
$100
$250
$500
$1,000
AgentsMCP serversshaded = middle half · line = median

All plans

4 priced
Providervs its cohort medianMonthly
Gardenia Technologies Automateagent
$39 below
esgagentagent
$137 below
Sustainability Compliance Agenagent
$950 ~median
Gardenia Technologies Automateagent
$999 ~median
Position is relative to the provider's own delivery-type median at this tier — never a blended one.
This page is the human view of the MCP answer. The same structured `niche_report` / `price_benchmark` an agent receives over MCP or REST.
niche_reportprice_benchmark
See the MCP response behind this pageniche_report
{
  "niche": "esg-reporting",
  "parent_sector": "finance-ops",
  "provider_type_pricing": {
    "slug": "esg-reporting",
    "pricing_basis": "lowest_observed_monthly_usd",
    "provider_type_methodology": "commercial-form-v2",
    "provider_type_methodology_published_at": "2026-07-31",
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      },
      "mcp": {
        "median": null,
        "p25": null,
        "p75": null,
        "providers": 1,
        "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
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  "crowding_level": "emerging",
  "observed_node_count": 4,
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  "market_pulse": {
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      "enterprise": [
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    "tier_own_move": {
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    "tier_obs_range": {
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    "byPersona": {
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      "individual": {
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      "enterprise": {
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        "confidence": "low",
        "usageShare": 0.1,
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    },
    "byTierCohorts": {
      "status": "ok",
      "cohorts": [
        {
          "tier": "individual",
          "currency": "USD",
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          "unit": "flat",
          "median": 125,
          "provider_count": 2,
          "plan_observation_count": 2,
          "data_confidence": 0.15,
          "data_confidence_basis": {
            "provider_component": 0.17,
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          },
          "reliability": "low",
          "members": [
            {
              "provider": "clarityai",
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              "provider": "sustainability_compliance_agen",
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        },
        {
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          "reliability": "low",
          "members": [
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              "provider": "gardenia_technologies_automate",
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            {
              "provider": "esgagent",
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          ]
        },
        {
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          "data_confidence_basis": {
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          "reliability": "low",
          "members": [
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              "provider": "sustainability_compliance_agen",
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            {
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          ]
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      "rejected": {
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      "evidence": {
        "status": "ok",
        "single_observations": [],
        "observed_offers": [
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            "offers": [
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                "provider": "amalthea_fs",
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                "price": "990€/month",
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              },
              {
                "provider": "amalthea_fs",
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                "billing": "monthly",
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                "price": "990€/month",
                "monthly_usd": 1128.6
              },
              {
                "provider": "clarityai",
                "tier": "individual",
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                "unit": "flat",
                "price": "$10/mo",
                "monthly_usd": 10
              },
              {
                "provider": "esgagent",
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                "price": "$29/month",
                "monthly_usd": 29
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              {
                "provider": "esgagent",
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                "unit": "flat",
                "price": "$499/month",
                "monthly_usd": 499
              },
              {
                "provider": "esgagent",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$0.45/month",
                "monthly_usd": 0.45
              },
              {
                "provider": "esgagent",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$245/month",
                "monthly_usd": 245
              },
              {
                "provider": "gardenia_technologies_automate",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$39 /month",
                "monthly_usd": 39
              },
              {
                "provider": "gardenia_technologies_automate",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$999/month",
                "monthly_usd": 999
              },
              {
                "provider": "sustainability_compliance_agen",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$240/month",
                "monthly_usd": 240
              },
              {
                "provider": "sustainability_compliance_agen",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$950/month",
                "monthly_usd": 950
              }
            ]
          },
          {
            "billing": "usage",
            "unit": "flat",
            "count": 2,
            "offers": [
              {
                "provider": "amalthea_fs",
                "tier": "enterprise",
                "billing": "usage",
                "unit": "flat",
                "price": "990 Euros/data provider/month",
                "monthly_usd": null
              },
              {
                "provider": "amalthea_fs",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "Starting 0.009 Euros/data point/month",
                "monthly_usd": null
              }
            ]
          },
          {
            "billing": "unspecified_period",
            "unit": "flat",
            "count": 7,
            "offers": [
              {
                "provider": "ai_esg_analysis_agent_automate",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom pricing",
                "monthly_usd": null
              },
              {
                "provider": "clarityai",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "esgagent",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom Pricing",
                "monthly_usd": null
              },
              {
                "provider": "esgagent",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom Pricing",
                "monthly_usd": null
              },
              {
                "provider": "gardenia_technologies_automate",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "gardenia_technologies_automate",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "sustainability_compliance_agen",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom pricing",
                "monthly_usd": null
              }
            ]
          }
        ],
        "coverage": {
          "priced_providers": 6,
          "normalized_observations": 11,
          "comparable_providers": 5,
          "strict_cohorts": 3,
          "exclusion_reasons": {
            "ambiguous_cadence": 7,
            "usage_not_monthly": 2,
            "free_or_zero": 1
          }
        }
      }
    },
    "billingMix": {
      "contact_sales": 1,
      "subscription": 3,
      "freemium": 2
    },
    "freeTierShare": 0.33,
    "medianLowestUsd": 39
  },
  "movement": {
    "niche": "esg-reporting",
    "sector": "finance-ops",
    "pricedNow": 5,
    "pairs": 4,
    "repriced": [
      {
        "handle": "amalthea_fs",
        "from": 1143.84,
        "to": 1145.61,
        "pct": 0.2
      }
    ],
    "newlyPriced": [],
    "droppedFromPriced": [],
    "likeForLikePct": 0,
    "kind": "repricing",
    "narrative": "Genuine repricing: 1 agent repriced — all up (avg +0%)."
  },
  "index_series": {
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        "day": "2026-07-19",
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        "pairs": 3,
        "dayChangePct": 0
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      {
        "day": "2026-07-20",
        "index": 100,
        "pairs": 3,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-21",
        "index": 100,
        "pairs": 3,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-22",
        "index": 100,
        "pairs": 3,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-23",
        "index": 100,
        "pairs": 3,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-24",
        "index": 100,
        "pairs": 3,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-25",
        "index": 100,
        "pairs": 3,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-26",
        "index": 100,
        "pairs": 3,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-27",
        "index": 100,
        "pairs": 3,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-28",
        "index": 100,
        "pairs": 3,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-29",
        "index": 100,
        "pairs": 3,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-30",
        "index": 100,
        "pairs": 3,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-31",
        "index": 100,
        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-01",
        "index": 100,
        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-02",
        "index": 100,
        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-03",
        "index": 100,
        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-04",
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        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-05",
        "index": 100,
        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-06",
        "index": 100,
        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-07",
        "index": 100,
        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-08",
        "index": 100,
        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-09",
        "index": 100,
        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-10",
        "index": 100,
        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-11",
        "index": 100,
        "pairs": 6,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-12",
        "index": 100,
        "pairs": 6,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-13",
        "index": 100,
        "pairs": 6,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-14",
        "index": 100,
        "pairs": 6,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-15",
        "index": 100,
        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-16",
        "index": 100,
        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-17",
        "index": 100,
        "pairs": 5,
        "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_esg_analysis_agent_automate",
      "name": "AI agent for ESG analysts",
      "url": "https://v7labs.com/agents/ai-agent-for-esg-analysts",
      "short_summary": "validates corporate ESG/sustainability claims against external data, detects greenwashing, scores portfolio companies against ESG mandates, and maintains an au…",
      "price": {
        "observed": true,
        "billing": "contact_sales",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Contact sales (no public price)",
        "summary": "V7 offers custom pricing based on platform access, users, and document processing volume."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "clarityai",
      "name": "Clarityai",
      "url": "https://smithery.ai/server/clarityai",
      "short_summary": "Access ESG and sustainability data for companies and portfolios. Screen investments against climate, social, and governance metrics.",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 10,
        "monthly_usd": 10,
        "headline": "Free tier, then from $10/mo",
        "summary": "Free tier, then from $10/mo. Smithery offers a free Hobby plan, a $10/month Pay as you Go plan with usage credits, and custom pricing for enterprise features."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "esg_ai_agent_ai_screening",
      "name": "ESG AI Agent",
      "url": "https://compliancesolutions.com/en/esg-ai-agent",
      "short_summary": "Automated research and evaluation of ESG topics and compliance violations via adverse media screening, including categorization, prioritization, and summarizat…",
      "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": "neuralalpha",
      "name": "Neuralalpha",
      "url": "https://www.neuralalpha.com/research-and-insights/deploying-an-ai-esg-copilot-to-assess-the-nature-action-100-company-benchmark-indicators",
      "short_summary": "automates ESG assessments by analysing corporate sustainability and financial disclosures against benchmark indicators (e.g. Nature Action 100), returning True…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing or plan information is shown on the supplied page."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "sustainability_compliance_agen",
      "name": "Abundly AI Agent",
      "url": "https://abundly.ai/use-cases/sustainability-compliance-agent",
      "short_summary": "Automates sustainability compliance (CSRD & CS3D) by tracking requirements, collecting supplier data, analyzing documents, and flagging compliance risks",
      "price": {
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 240,
        "monthly_usd": 240,
        "headline": "From $240/mo",
        "summary": "From $240/mo. Abundly offers monthly Basic and Business plans starting at $240/month, with Enterprise available on custom pricing."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "sustainable_portfolio_alignmen",
      "name": "Sustainable Portfolio Alignment AI Agent",
      "url": "https://insurnest.com/agent-details/insurance/esg-sustainability/sustainable-portfolio-alignment-ai-agent-in-esg-&-sustainability-for-insurance",
      "short_summary": "continuously assesses an insurer's investment and underwriting portfolios against ESG/sustainability frameworks, calculates alignment metrics, and recommends r…",
      "price": {
        "observed": false,
        "billing": "failed_to_load",
        "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": "tanso_sustainability_ai_copilo",
      "name": "Tanso Sustainability AI Copilot",
      "url": "https://tanso.de/en/product/tanso-ai-copilot",
      "short_summary": "automates recurring sustainability/ESG reporting tasks including data extraction, emission factor mapping, outlier detection, and answering regulatory questions",
      "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": "ai_sustainability_reporting_au",
      "name": "AI Agent for Sustainability Reporting",
      "url": "https://agenticworkforce.io/ai-agent-for-sustainability-reporting",
      "short_summary": "automates sustainability reporting by extracting GHG emission data from shipping documents, calculating emissions, and generating reports",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing is shown for the sustainability reporting AI agent."
      },
      "evidence_quality": "low",
      "upvotes": 0
    },
    {
      "agent_id": "esgagent",
      "name": "Esgagent",
      "url": "https://esgagent.ai/",
      "short_summary": "AI-powered ESG compliance and sustainability platform that automates reporting across ISSB, TCFD, ASX, GRI, SASB, and CDP frameworks. Features AI agents SUSAN…",
      "price": {
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 29,
        "monthly_usd": 29,
        "headline": "From $29/mo",
        "summary": "From $29/mo. The homepage shows Standard and Premium subscription prices ranging from $0.45 to $499 per month, plus custom-priced Team plans."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    },
    {
      "agent_id": "viact_esg_compliance_chatbot",
      "name": "Viact Esg Compliance Chatbot",
      "url": "https://viact.net/ai-agents/esg-compliance-chatbot",
      "short_summary": "AI chatbot that automates ESG compliance evaluation against environmental, social, and governance standards. Features vast ESG document database, trend analysi…",
      "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/esg-reporting",
  "summary": {
    "niche": "esg-reporting",
    "sector": "finance-ops",
    "pricing_by_provider_type": {
      "headline": "No published benchmark for esg-reporting yet — too few comparable priced providers. Observed offers are listed.",
      "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": 2,
          "reliability": "low",
          "median": null,
          "p25": null,
          "p75": null,
          "status": "observed_offers_only",
          "observed_offers": [
            39,
            137
          ]
        },
        {
          "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": 2,
          "reliability": "low",
          "median": null,
          "p25": null,
          "p75": null,
          "status": "observed_offers_only",
          "observed_offers": [
            950,
            999
          ]
        }
      ],
      "warnings": [],
      "full_pricing_via": {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "esg-reporting"
        },
        "note": "add provider_type + buyer_tier for a specific cohort"
      }
    },
    "page_url": "https://agentery.com/market/esg-reporting",
    "counts": {
      "listings_with_price_capture": 13,
      "listings_with_observed_public_price": 6,
      "providers_with_numeric_monthly_price_latest_scan": 5,
      "like_for_like_comparable_pairs": 4
    },
    "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": 125,
        "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": "clarityai",
            "usd": 10
          },
          {
            "provider": "sustainability_compliance_agen",
            "usd": 240
          }
        ]
      },
      {
        "tier": "pro",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 88,
        "provider_count": 2,
        "plan_observation_count": 5,
        "data_confidence": 0.18,
        "data_confidence_basis": {
          "provider_component": 0.17,
          "observation_component": 0.25,
          "provider_count": 2,
          "plan_observation_count": 5
        },
        "reliability": "low",
        "members": [
          {
            "provider": "gardenia_technologies_automate",
            "usd": 39
          },
          {
            "provider": "esgagent",
            "usd": 137
          }
        ]
      },
      {
        "tier": "team_sme",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 974.5,
        "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": "sustainability_compliance_agen",
            "usd": 950
          },
          {
            "provider": "gardenia_technologies_automate",
            "usd": 999
          }
        ]
      }
    ],
    "pricing_coverage": {
      "listings_with_price_capture": 13,
      "listings_with_observed_public_price": 6,
      "normalized_observations": 11,
      "comparable_providers": 5,
      "strict_cohorts": 3,
      "exclusion_reasons": {
        "ambiguous_cadence": 7,
        "usage_not_monthly": 2,
        "free_or_zero": 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": 7,
      "usage_not_monthly": 2,
      "free_or_zero": 1
    },
    "billing_mix": {
      "contact_sales": 1,
      "subscription": 3,
      "freemium": 2
    },
    "free_tier_share": 0.33,
    "top_providers": [
      {
        "agent_id": "ai_esg_analysis_agent_automate",
        "name": "AI agent for ESG analysts",
        "price": {
          "observed": true,
          "billing": "contact_sales",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "Contact sales (no public price)",
          "summary": "V7 offers custom pricing based on platform access, users, and document processing volume."
        },
        "observed": true
      },
      {
        "agent_id": "clarityai",
        "name": "Clarityai",
        "price": {
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 10,
          "monthly_usd": 10,
          "headline": "Free tier, then from $10/mo",
          "summary": "Free tier, then from $10/mo. Smithery offers a free Hobby plan, a $10/month Pay as you Go plan with usage credits, and custom pricing for enterprise features."
        },
        "observed": true
      },
      {
        "agent_id": "esg_ai_agent_ai_screening",
        "name": "ESG AI Agent",
        "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": "neuralalpha",
        "name": "Neuralalpha",
        "price": {
          "observed": false,
          "billing": "not_found",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "No public price found",
          "summary": "No public pricing or plan information is shown on the supplied page."
        },
        "observed": false
      },
      {
        "agent_id": "sustainability_compliance_agen",
        "name": "Abundly AI Agent",
        "price": {
          "observed": true,
          "billing": "subscription",
          "lowest_monthly_usd": 240,
          "monthly_usd": 240,
          "headline": "From $240/mo",
          "summary": "From $240/mo. Abundly offers monthly Basic and Business plans starting at $240/month, with Enterprise available on custom pricing."
        },
        "observed": true
      }
    ],
    "suggested_next_calls": [
      {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "esg-reporting"
        },
        "purpose": "full observed price distribution + per-tier medians for this niche"
      },
      {
        "tool": "niche_report",
        "arguments": {
          "niche": "esg-reporting",
          "response_mode": "full"
        },
        "purpose": "the complete report incl. index series and tier decomposition"
      },
      {
        "tool": "suggest_alternatives",
        "arguments": {
          "agent_id": "ai_esg_analysis_agent_automate"
        },
        "purpose": "comparable (optionally cheaper) providers to a named agent"
      },
      {
        "tool": "get_agent_profile",
        "arguments": {
          "agent_id": "ai_esg_analysis_agent_automate"
        },
        "purpose": "full profile, integrations and pricing for one provider"
      }
    ]
  }
}
Full market

3 providers, one sortable view

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

Showing only providers with a published price or a free plan. $29 = lowest observed monthly · Free = free to use · Free tier = free plan + paid options.