Dynamic Pricing

{
  "niche": "dynamic-pricing",
  "parent_sector": "ecommerce-retail",
  "provider_type_pricing": {
    "slug": "dynamic-pricing",
    "pricing_basis": "lowest_observed_monthly_usd",
    "provider_type_methodology": "commercial-form-v2",
    "provider_type_methodology_published_at": "2026-07-31",
    "blended": {
      "median": 100,
      "p25": null,
      "p75": null,
      "providers": 3
    },
    "by_provider_type": {
      "agent": {
        "median": 100,
        "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": "sparse",
  "observed_node_count": 1,
  "adjacent_niches": [
    "product-listing-optimization-ecom",
    "review-summarisation-ecom",
    "amazon-seller-automation",
    "ai-retail-pos-agent",
    "return-processing-rma",
    "ecommerce-replenishment-agent"
  ],
  "market_pulse": {
    "pulse": 54,
    "drivers": [
      "enterprise money present"
    ],
    "price_move_30d_pct": 0.3,
    "money_share": 0.6,
    "entry_rate": 0,
    "alive_share": 1
  },
  "price_move": {
    "d_pct": 0,
    "w_pct": 0,
    "m_pct": 0,
    "comparable_agents": 3,
    "quarantined_agents": 2,
    "confidence": "high",
    "published": {
      "d": false,
      "w": false,
      "m": false
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    "held_reason": {
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    "driver": {
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    "tier_contribution": {
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        "individual": 0,
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        "enterprise": 0
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      },
      "m": {
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        "enterprise": 0
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    },
    "tier_series": {
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      "team_sme": [
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      "enterprise": [
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    },
    "tier_own_move": {
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      "m": {
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    },
    "tier_agents": {
      "individual": 2,
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      "enterprise": 1
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    "obs_range": {
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    "tier_obs_range": {
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  },
  "pricing": {
    "sampleSize": 10,
    "observed": 5,
    "byPersona": {
      "free": {
        "n": 2,
        "nPriced": 0,
        "reliability": "none",
        "median": null,
        "p25": null,
        "p75": null,
        "min": null,
        "max": null,
        "mean": null,
        "stdev": null,
        "usageShare": 0
      },
      "individual": {
        "n": 3,
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        "reliability": "low",
        "median": 75,
        "p25": 37.52,
        "p75": 285,
        "min": 0.03,
        "max": 495,
        "mean": 190.01,
        "stdev": 266.78,
        "usageShare": 0.33
      },
      "pro": {
        "n": 1,
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        "reliability": "none",
        "median": 1995,
        "p25": 1995,
        "p75": 1995,
        "min": 1995,
        "max": 1995,
        "mean": 1995,
        "stdev": 0,
        "usageShare": 0
      },
      "team_sme": {
        "n": 7,
        "nPriced": 7,
        "reliability": "medium",
        "median": 299,
        "p25": 225,
        "p75": 424.5,
        "min": 100,
        "max": 500,
        "mean": 314,
        "stdev": 149.01,
        "usageShare": 0
      },
      "enterprise": {
        "n": 4,
        "nPriced": 0,
        "reliability": "none",
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        "p25": null,
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        "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": 2,
        "p25": 180,
        "median": 285,
        "p75": 390,
        "confidence": "low",
        "usageShare": 0.33,
        "mixedBilling": true,
        "monthlyComparable": true
      },
      "pro": {
        "nMonthly": 1,
        "p25": null,
        "median": null,
        "p75": null,
        "confidence": "none",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": false
      },
      "team_sme": {
        "nMonthly": 7,
        "p25": 225,
        "median": 299,
        "p75": 424.5,
        "confidence": "medium",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": true
      },
      "enterprise": {
        "nMonthly": 0,
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        "confidence": "none",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": false
      }
    },
    "byTierCohorts": {
      "status": "ok",
      "cohorts": [
        {
          "tier": "individual",
          "currency": "USD",
          "period": "month",
          "unit": "flat",
          "median": 319.65,
          "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": "dynamicpricingai",
              "usd": 75
            },
            {
              "provider": "pricerium",
              "usd": 564.3
            }
          ]
        },
        {
          "tier": "team_sme",
          "currency": "USD",
          "period": "month",
          "unit": "flat",
          "median": 375,
          "provider_count": 3,
          "plan_observation_count": 7,
          "data_confidence": 0.27,
          "data_confidence_basis": {
            "provider_component": 0.25,
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            "provider_count": 3,
            "plan_observation_count": 7
          },
          "reliability": "low",
          "members": [
            {
              "provider": "curvature_ai",
              "usd": 200
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            {
              "provider": "dynamicpricingai",
              "usd": 375
            },
            {
              "provider": "pricerium",
              "usd": 454.86
            }
          ]
        }
      ],
      "rejected": {
        "ambiguous_cadence": 4,
        "usage_not_monthly": 1
      },
      "evidence": {
        "status": "ok",
        "single_observations": [],
        "observed_offers": [
          {
            "billing": "monthly",
            "unit": "flat",
            "count": 9,
            "offers": [
              {
                "provider": "curvature_ai",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$100 / month",
                "monthly_usd": 100
              },
              {
                "provider": "curvature_ai",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$200 / month",
                "monthly_usd": 200
              },
              {
                "provider": "curvature_ai",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$350 / month",
                "monthly_usd": 350
              },
              {
                "provider": "dynamicpricingai",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$75/monthly",
                "monthly_usd": 75
              },
              {
                "provider": "dynamicpricingai",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$250/monthly",
                "monthly_usd": 250
              },
              {
                "provider": "dynamicpricingai",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$500/monthly",
                "monthly_usd": 500
              },
              {
                "provider": "pricerium",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "€495 per month",
                "monthly_usd": 564.3
              },
              {
                "provider": "pricerium",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "€299/month",
                "monthly_usd": 340.86
              },
              {
                "provider": "pricerium",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "€499/month",
                "monthly_usd": 568.86
              }
            ]
          },
          {
            "billing": "monthly",
            "unit": "per_user",
            "count": 1,
            "offers": [
              {
                "provider": "pricerium",
                "tier": "pro",
                "billing": "monthly",
                "unit": "per_user",
                "price": "€1,995 per month/ per user",
                "monthly_usd": 2274.3
              }
            ]
          },
          {
            "billing": "usage",
            "unit": "flat",
            "count": 1,
            "offers": [
              {
                "provider": "dynamicpricingai",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.03 per additional order",
                "monthly_usd": null
              }
            ]
          },
          {
            "billing": "unspecified_period",
            "unit": "flat",
            "count": 4,
            "offers": [
              {
                "provider": "dynamicpricingai",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "pricerium",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "pricerium",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "retail_strategy_optimization_a",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom Pricing",
                "monthly_usd": null
              }
            ]
          }
        ],
        "coverage": {
          "priced_providers": 4,
          "normalized_observations": 10,
          "comparable_providers": 3,
          "strict_cohorts": 2,
          "exclusion_reasons": {
            "ambiguous_cadence": 4,
            "usage_not_monthly": 1
          }
        }
      }
    },
    "billingMix": {
      "freemium": 2,
      "free": 1,
      "subscription": 1,
      "contact_sales": 1
    },
    "freeTierShare": 0.6,
    "medianLowestUsd": 100
  },
  "movement": {
    "niche": "dynamic-pricing",
    "sector": "ecommerce-retail",
    "pricedNow": 3,
    "pairs": 3,
    "repriced": [
      {
        "handle": "pricerium",
        "from": 349.29,
        "to": 347.05,
        "pct": -0.6
      }
    ],
    "newlyPriced": [],
    "droppedFromPriced": [],
    "likeForLikePct": -0.2,
    "kind": "repricing",
    "narrative": "Genuine repricing: 1 agent repriced — all down (avg -0.2%)."
  },
  "index_series": {
    "series": [
      {
        "day": "2026-08-01",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-02",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-03",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-04",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-05",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-06",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-07",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-08",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-09",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-10",
        "index": 100,
        "pairs": 8,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-11",
        "index": 100,
        "pairs": 8,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-12",
        "index": 100,
        "pairs": 8,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-13",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-14",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-15",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-16",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-17",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-18",
        "index": 100,
        "pairs": 8,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-19",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-20",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-21",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-22",
        "index": 100,
        "pairs": 8,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-23",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-24",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-25",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-26",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-27",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-28",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-29",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-30",
        "index": 100,
        "pairs": 7,
        "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": "agentics_kairix_agentic_pr",
      "name": "Kairix Agentic Pricing Intelligence",
      "url": "https://theagentics.co/kairix-agentic-pricing-intelligence",
      "short_summary": "Provides agentic competitive pricing intelligence and dynamic pricing decisions — decodes effective prices, recommends SKU/region-level pricing moves, and trac…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing or plan details are shown on the available homepage."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "retail_strategy_optimization_a",
      "name": "Retail Strategy Optimization Agent",
      "url": "https://domo.com/ai/agents/retail-strategy",
      "short_summary": "Autonomously manages and optimizes retail promotions, pricing, customer targeting, and inventory replenishment to maximize margins and campaign ROI",
      "price": {
        "observed": true,
        "billing": "contact_sales",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Contact sales (no public price)",
        "summary": "Domo offers a 30-day free trial, while ongoing platform pricing is customized and requires contacting sales."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "boomi_salesforce_dynamic_prici",
      "name": "Boomi Salesforce Dynamic Prici",
      "url": "https://marketplace.boomi.com/solutions/ai-agent-salesforce-dynamic-pricing",
      "short_summary": "Dynamic pricing agent for Salesforce that suggests and enforces pricing strategies through real-time analysis of market conditions, inventory levels, customer…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing is displayed for this Boomi AI agent solution."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    },
    {
      "agent_id": "curvature_ai",
      "name": "Curvature Ai",
      "url": "https://apps.shopify.com/curvature",
      "short_summary": "AI-powered pricing optimization tool for Shopify stores. Runs before-and-after price tests with intelligent analysis, provides experiment recommendations, and…",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 100,
        "monthly_usd": 100,
        "headline": "Free tier, then from $100/mo",
        "summary": "Free tier, then from $100/mo. Curvature offers a free Pricing Copilot plan and three paid monthly Price Testing plans costing $100, $200, and $350, billed in USD every 30 days."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    },
    {
      "agent_id": "curvature_ai_2",
      "name": "Curvature Ai 2",
      "url": "https://pickyourapp.com/products/curvature",
      "short_summary": "AI-powered pricing optimization tool for Shopify stores. Analyzes before-and-after price tests without complex A/B testing, provides intelligent recommendation…",
      "price": {
        "observed": true,
        "billing": "free",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Free",
        "summary": "Curvature publicly lists a free Pricing Copilot plan with AI-powered pricing analysis and recommendations."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    },
    {
      "agent_id": "dreamztech_retail_agents",
      "name": "Dreamztech Retail Agents",
      "url": "https://dreamztech.com/industries/ai-agents-retail",
      "short_summary": "Multi-agent retail automation platform for shopper assistance, dynamic pricing, inventory optimization, returns processing, and loss prevention. Built on Claud…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public SaaS or agent pricing is shown; the homepage directs buyers to request a custom quote."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    },
    {
      "agent_id": "dynamicpricingai",
      "name": "Dynamicpricingai",
      "url": "https://dynamicpricing.ai/",
      "short_summary": "AI-powered pricing software for ecommerce retailers and brands. It uses competitor data, demand signals, inventory, and conversion data to optimize prices, mar…",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 75,
        "monthly_usd": 75,
        "headline": "Free tier, then from $75/mo",
        "summary": "Free tier, then from $75/mo. Dynamic Pricing AI offers a permanent free tier, paid plans from $75/month, usage overage at $0.03 per additional order, and custom Enterprise pricing."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    },
    {
      "agent_id": "pelcro_ai_shipping_agent",
      "name": "Pelcro Ai Shipping Agent",
      "url": "https://docs.pelcro.com/docs/ai-shipping-agent",
      "short_summary": "AI-powered shipping cost calculator that interprets natural language business rules to dynamically calculate shipping rates based on cart weight, currency, and…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public subscription or usage pricing is shown in the supplied Pelcro documentation pages."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    },
    {
      "agent_id": "pricerium",
      "name": "Pricerium",
      "url": "https://pricerium.ai/",
      "short_summary": "AI pricing agents platform with copilots that automate pricing decisions for retail and e-commerce. Transforms business requests into explainable pricing scena…",
      "price": {
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 347.05,
        "monthly_usd": 402.82,
        "headline": "From $347.05/mo",
        "summary": "From $347.05/mo. Pricerium offers EUR-denominated monthly Starter and Professional plans, custom Enterprise pricing, and separately priced additional agents."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    },
    {
      "agent_id": "sk_pricer",
      "name": "Sk Pricer",
      "url": "https://skengine.simon-kucher.com/solution/sk-pricer-products",
      "short_summary": "AI-powered B2B price management software with analysis and advisory agents for centralized pricing, discount management, price recommendations, and enterprise…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "Public pricing is not shown for SK Pricer Products or SK Pricer Deals in the supplied pages."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    }
  ],
  "platforms_also_here": [
    {
      "agent_id": "clawify",
      "name": "Clawify",
      "url": "https://clawify.app/",
      "short_summary": "Acts as an AI copilot for Shopify merchants—answers questions about store data, triggers store operations, and automates workflows (e.g. sales analysis, invent…",
      "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": "ai-copilot-platform",
      "also_covers": true,
      "upvotes": 0
    }
  ],
  "page_url": "https://agentery.com/market/dynamic-pricing",
  "summary": {
    "niche": "dynamic-pricing",
    "sector": "ecommerce-retail",
    "pricing_by_provider_type": {
      "headline": "Prices differ by provider type and buyer tier — no blended headline is used. Strongest cohort: Agents · Team / SME median $375/mo (3 providers). See benchmarks_by_provider_type_and_tier for the full matrix.",
      "benchmarks": [
        {
          "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": 3,
          "reliability": "low",
          "median": 375,
          "p25": null,
          "p75": null,
          "status": "median_only"
        },
        {
          "provider_type": "agent",
          "provider_type_label": "Agents",
          "buyer_tier": "individual",
          "buyer_tier_label": "Individual",
          "pricing_unit": "flat",
          "pricing_unit_label": "flat monthly",
          "comparable_provider_count": 2,
          "reliability": "low",
          "median": null,
          "p25": null,
          "p75": null,
          "status": "observed_offers_only",
          "observed_offers": [
            75,
            564.3
          ]
        }
      ],
      "warnings": [
        "This niche currently has sufficient agent pricing but insufficient MCP pricing."
      ],
      "full_pricing_via": {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "dynamic-pricing"
        },
        "note": "add provider_type + buyer_tier for a specific cohort"
      }
    },
    "page_url": "https://agentery.com/market/dynamic-pricing",
    "counts": {
      "listings_with_price_capture": 10,
      "listings_with_observed_public_price": 5,
      "providers_with_numeric_monthly_price_latest_scan": 3,
      "like_for_like_comparable_pairs": 3
    },
    "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": 319.65,
        "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": "dynamicpricingai",
            "usd": 75
          },
          {
            "provider": "pricerium",
            "usd": 564.3
          }
        ]
      },
      {
        "tier": "team_sme",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 375,
        "provider_count": 3,
        "plan_observation_count": 7,
        "data_confidence": 0.27,
        "data_confidence_basis": {
          "provider_component": 0.25,
          "observation_component": 0.35,
          "provider_count": 3,
          "plan_observation_count": 7
        },
        "reliability": "low",
        "members": [
          {
            "provider": "curvature_ai",
            "usd": 200
          },
          {
            "provider": "dynamicpricingai",
            "usd": 375
          },
          {
            "provider": "pricerium",
            "usd": 454.86
          }
        ]
      }
    ],
    "pricing_coverage": {
      "listings_with_price_capture": 10,
      "listings_with_observed_public_price": 5,
      "normalized_observations": 10,
      "comparable_providers": 3,
      "strict_cohorts": 2,
      "exclusion_reasons": {
        "ambiguous_cadence": 4,
        "usage_not_monthly": 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": 4,
      "usage_not_monthly": 1
    },
    "billing_mix": {
      "freemium": 2,
      "free": 1,
      "subscription": 1,
      "contact_sales": 1
    },
    "free_tier_share": 0.6,
    "top_providers": [
      {
        "agent_id": "agentics_kairix_agentic_pr",
        "name": "Kairix Agentic Pricing Intelligence",
        "price": {
          "observed": false,
          "billing": "not_found",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "No public price found",
          "summary": "No public pricing or plan details are shown on the available homepage."
        },
        "observed": false
      },
      {
        "agent_id": "retail_strategy_optimization_a",
        "name": "Retail Strategy Optimization Agent",
        "price": {
          "observed": true,
          "billing": "contact_sales",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "Contact sales (no public price)",
          "summary": "Domo offers a 30-day free trial, while ongoing platform pricing is customized and requires contacting sales."
        },
        "observed": true
      },
      {
        "agent_id": "boomi_salesforce_dynamic_prici",
        "name": "Boomi Salesforce Dynamic Prici",
        "price": {
          "observed": false,
          "billing": "not_found",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "No public price found",
          "summary": "No public pricing is displayed for this Boomi AI agent solution."
        },
        "observed": false
      },
      {
        "agent_id": "curvature_ai",
        "name": "Curvature Ai",
        "price": {
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 100,
          "monthly_usd": 100,
          "headline": "Free tier, then from $100/mo",
          "summary": "Free tier, then from $100/mo. Curvature offers a free Pricing Copilot plan and three paid monthly Price Testing plans costing $100, $200, and $350, billed in USD every 30 days."
        },
        "observed": true
      },
      {
        "agent_id": "curvature_ai_2",
        "name": "Curvature Ai 2",
        "price": {
          "observed": true,
          "billing": "free",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "Free",
          "summary": "Curvature publicly lists a free Pricing Copilot plan with AI-powered pricing analysis and recommendations."
        },
        "observed": true
      }
    ],
    "suggested_next_calls": [
      {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "dynamic-pricing"
        },
        "purpose": "full observed price distribution + per-tier medians for this niche"
      },
      {
        "tool": "niche_report",
        "arguments": {
          "niche": "dynamic-pricing",
          "response_mode": "full"
        },
        "purpose": "the complete report incl. index series and tier decomposition"
      },
      {
        "tool": "suggest_alternatives",
        "arguments": {
          "agent_id": "agentics_kairix_agentic_pr"
        },
        "purpose": "comparable (optionally cheaper) providers to a named agent"
      },
      {
        "tool": "get_agent_profile",
        "arguments": {
          "agent_id": "agentics_kairix_agentic_pr"
        },
        "purpose": "full profile, integrations and pricing for one provider"
      }
    ]
  }
}