Game Asset Generation

{
  "niche": "game-asset-generation",
  "parent_sector": "media-entertainment",
  "provider_type_pricing": {
    "slug": "game-asset-generation",
    "pricing_basis": "lowest_observed_monthly_usd",
    "provider_type_methodology": "commercial-form-v2",
    "provider_type_methodology_published_at": "2026-07-31",
    "blended": {
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      "providers": 6
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        "publishable": false,
        "confidence": "insufficient",
        "reason": "Fewer than three comparable priced Agent-economy products are available."
      },
      "mcp": {
        "median": 11,
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        "publishable": true,
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      }
    },
    "recommended_cohort": null,
    "recommendation_reason": "Choose the cohort according to the commercial delivery type being assessed.",
    "fallback_context": null,
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  "crowding_level": "sparse",
  "observed_node_count": 1,
  "adjacent_niches": [
    "podcast-production-automation",
    "video-avatar-generation",
    "livestream-moderation",
    "character-design-agent",
    "voice-synthesis-tts",
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  "market_pulse": {
    "pulse": 61,
    "drivers": [
      "enterprise money present",
      "6 new builders in 30d"
    ],
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    "money_share": 0.375,
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    "alive_share": 1
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    "comparable_agents": 5,
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    "confidence": "high",
    "published": {
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      "team_sme": [
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      "enterprise": [
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    },
    "tier_own_move": {
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      },
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      "m": {
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    },
    "tier_agents": {
      "individual": 5,
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    }
  },
  "pricing": {
    "sampleSize": 17,
    "observed": 8,
    "byPersona": {
      "free": {
        "n": 5,
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      },
      "individual": {
        "n": 10,
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        "stdev": 7.61,
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      },
      "pro": {
        "n": 4,
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        "max": 70,
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        "stdev": 17.97,
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      },
      "team_sme": {
        "n": 3,
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        "reliability": "low",
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        "p25": 90,
        "p75": 200,
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        "max": 300,
        "mean": 160,
        "stdev": 121.66,
        "usageShare": 0
      },
      "enterprise": {
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        "usageShare": 0
      }
    },
    "byPersonaMonthly": {
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        "nMonthly": 0,
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        "confidence": "none",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": false
      },
      "individual": {
        "nMonthly": 8,
        "p25": 11.5,
        "median": 12,
        "p75": 17.25,
        "confidence": "medium",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": true
      },
      "pro": {
        "nMonthly": 4,
        "p25": 33.75,
        "median": 42.5,
        "p75": 55,
        "confidence": "low",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": true
      },
      "team_sme": {
        "nMonthly": 3,
        "p25": 90,
        "median": 100,
        "p75": 200,
        "confidence": "low",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": true
      },
      "enterprise": {
        "nMonthly": 0,
        "p25": null,
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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": 13.5,
          "provider_count": 6,
          "plan_observation_count": 8,
          "data_confidence": 0.48,
          "data_confidence_basis": {
            "provider_component": 0.5,
            "observation_component": 0.4,
            "provider_count": 6,
            "plan_observation_count": 8
          },
          "reliability": "medium",
          "members": [
            {
              "provider": "generate",
              "usd": 8
            },
            {
              "provider": "hwiyeong",
              "usd": 12
            },
            {
              "provider": "hyean",
              "usd": 12
            },
            {
              "provider": "ludo_ai",
              "usd": 15
            },
            {
              "provider": "pixellab",
              "usd": 18
            },
            {
              "provider": "spriteship",
              "usd": 20
            }
          ],
          "p25": 12,
          "p75": 17.25
        },
        {
          "tier": "pro",
          "currency": "USD",
          "period": "month",
          "unit": "flat",
          "median": 50,
          "provider_count": 3,
          "plan_observation_count": 4,
          "data_confidence": 0.24,
          "data_confidence_basis": {
            "provider_component": 0.25,
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            "provider_count": 3,
            "plan_observation_count": 4
          },
          "reliability": "low",
          "members": [
            {
              "provider": "ludo_ai",
              "usd": 35
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            {
              "provider": "generate",
              "usd": 50
            },
            {
              "provider": "pixellab",
              "usd": 50
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          ]
        },
        {
          "tier": "team_sme",
          "currency": "USD",
          "period": "month",
          "unit": "flat",
          "median": 190,
          "provider_count": 2,
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          "data_confidence": 0.15,
          "data_confidence_basis": {
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            "provider_count": 2,
            "plan_observation_count": 2
          },
          "reliability": "low",
          "members": [
            {
              "provider": "spriteship",
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            {
              "provider": "ludo_ai",
              "usd": 300
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          ]
        }
      ],
      "rejected": {
        "ambiguous_cadence": 4,
        "one_time": 2
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      "evidence": {
        "status": "ok",
        "single_observations": [],
        "observed_offers": [
          {
            "billing": "monthly",
            "unit": "flat",
            "count": 14,
            "offers": [
              {
                "provider": "generate",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$8 /mo",
                "monthly_usd": 8
              },
              {
                "provider": "generate",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$30 /mo",
                "monthly_usd": 30
              },
              {
                "provider": "generate",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$70 /mo",
                "monthly_usd": 70
              },
              {
                "provider": "hwiyeong",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$12/mo",
                "monthly_usd": 12
              },
              {
                "provider": "hyean",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$12/mo",
                "monthly_usd": 12
              },
              {
                "provider": "ludo_ai",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$180 per year",
                "monthly_usd": 15
              },
              {
                "provider": "ludo_ai",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$420 per year",
                "monthly_usd": 35
              },
              {
                "provider": "ludo_ai",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$3600 per year",
                "monthly_usd": 300
              },
              {
                "provider": "pixellab",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$12.00 / mo",
                "monthly_usd": 12
              },
              {
                "provider": "pixellab",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$24.00 / mo",
                "monthly_usd": 24
              },
              {
                "provider": "pixellab",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$50.00 / mo",
                "monthly_usd": 50
              },
              {
                "provider": "spriteship",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$10 /mo",
                "monthly_usd": 10
              },
              {
                "provider": "spriteship",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$30 /mo",
                "monthly_usd": 30
              },
              {
                "provider": "spriteship",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$80 /mo",
                "monthly_usd": 80
              }
            ]
          },
          {
            "billing": "one_time",
            "unit": "flat",
            "count": 2,
            "offers": [
              {
                "provider": "hyean",
                "tier": "individual",
                "billing": "one_time",
                "unit": "flat",
                "price": "$7",
                "monthly_usd": null
              },
              {
                "provider": "hyean",
                "tier": "individual",
                "billing": "one_time",
                "unit": "flat",
                "price": "$19",
                "monthly_usd": null
              }
            ]
          },
          {
            "billing": "unspecified_period",
            "unit": "flat",
            "count": 4,
            "offers": [
              {
                "provider": "hwiyeong",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact",
                "monthly_usd": null
              },
              {
                "provider": "hyean",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact",
                "monthly_usd": null
              },
              {
                "provider": "ludo_ai",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact Sales",
                "monthly_usd": null
              },
              {
                "provider": "pixellab",
                "tier": "team_sme",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "$100",
                "monthly_usd": null
              }
            ]
          }
        ],
        "coverage": {
          "priced_providers": 6,
          "normalized_observations": 14,
          "comparable_providers": 6,
          "strict_cohorts": 3,
          "exclusion_reasons": {
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            "one_time": 2
          }
        }
      }
    },
    "billingMix": {
      "subscription": 3,
      "free": 2,
      "freemium": 3
    },
    "freeTierShare": 0.63,
    "medianLowestUsd": 11
  },
  "movement": {
    "niche": "game-asset-generation",
    "sector": "media-entertainment",
    "pricedNow": 6,
    "pairs": 5,
    "repriced": [],
    "newlyPriced": [
      "spriteship"
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    "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": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-20",
        "index": 100,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-21",
        "index": 100,
        "pairs": 4,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-22",
        "index": 100,
        "pairs": 4,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-23",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-24",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-25",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-26",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-27",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-28",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-29",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-30",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-31",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "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": 9,
        "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": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-10",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-11",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-12",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-13",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-14",
        "index": 100,
        "pairs": 9,
        "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": 9,
        "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": "pixellab",
      "name": "PixelLab",
      "url": "https://www.pixellab.ai/mcp",
      "short_summary": "Generate animated pixel art characters, tilesets, and objects for game development",
      "price": {
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 12,
        "monthly_usd": 12,
        "headline": "From $12/mo",
        "summary": "From $12/mo. PixelLab publicly displays monthly prices of $12.00, $24.00, and $50.00, plus an unspecified $100 price."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "generate",
      "name": "Generate",
      "url": "https://spritecook.ai",
      "short_summary": "SpriteCook helps you generate 2D pixel art game assets with AI directly from your MCP client.\n\nUse it to create sprites, pixel art, icons, props, tilesets, cha…",
      "price": {
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 8,
        "monthly_usd": 8,
        "headline": "From $8/mo",
        "summary": "From $8/mo. SpriteCook offers three monthly subscription plans from $8 to $70, with increasing monthly credits and feature allowances."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "hwiyeong",
      "name": "Hwiyeong",
      "url": "https://hwiyeong.14dimension.com",
      "short_summary": "Find Unity VFX prefabs in your own library by describing the effect in natural language ? e.g. \"blue lightning strike impact\". Returns matching prefab paths re…",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 12,
        "monthly_usd": 12,
        "headline": "Free tier, then from $12/mo",
        "summary": "Free tier, then from $12/mo. 14dimension offers a free plan, a $12/month Indie plan with a $115/year option, and a contact-sales Studio plan."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "hyean",
      "name": "Hyean",
      "url": "https://hyean.14dimension.com",
      "short_summary": "Search your own game-asset image library in natural language (any language) and get the exact file paths on your machine. Connect with OAuth, index your assets…",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 7,
        "monthly_usd": 7,
        "headline": "Free tier, then from $7/mo",
        "summary": "Free tier, then from $7/mo. HyeAn offers a permanent free tier, a $12/month Indie subscription with annual billing at $115/year, custom-priced Studio plans, and one-time caption packs."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "spriteship",
      "name": "Spriteship",
      "url": "https://spriteship.com",
      "short_summary": "Build a game's 2D art layer with your agent: characters with animated spritesheets, tilesets, seamless textures, backgrounds, and full level maps — exported to…",
      "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. SpriteShip offers a permanent free tier with 1,500 one-time signup credits, plus monthly plans from $10 to $80 and separate pay-as-you-go credit purchases."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "ai_asset_gen",
      "name": "Ai Asset Gen",
      "url": "https://termo.ai/skills/ai-asset-gen",
      "short_summary": "AI skill for generating game assets including 2D sprites, tilemaps, UI elements, audio, music, and 3D models. Provides prompts and workflows for tools like Mid…",
      "price": {
        "observed": true,
        "billing": "free",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Free",
        "summary": "The homepage presents a free AI agent option with no setup or credit card required, but no billing period is specified."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    },
    {
      "agent_id": "game_asset_mcp",
      "name": "Game Asset",
      "url": "https://github.com/MubarakHAlketbi/game-asset-mcp",
      "short_summary": "An MCP server that generates 2D and 3D game assets from text prompts using Hugging Face AI models, with support for formats such as pixel art, OBJ, and GLB.",
      "price": {
        "observed": false,
        "billing": "unknown",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "GitHub offers a free plan, a Team plan at $4 per user/month, and Enterprise starting at $21 per user/month."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    },
    {
      "agent_id": "godot_agent",
      "name": "Godot Agent",
      "url": "https://github.com/aigengame/godot-agent",
      "short_summary": "Godot AI agent CLI and MCP server for headless scene/script automation and live runtime control. Provides structured JSON output for AI agents to create scenes…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing was observed for godot-agent in the supplied repository content."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    },
    {
      "agent_id": "ludo_ai",
      "name": "Ludo Ai",
      "url": "https://ludo.ai/blog/introducing-ludo-ai-api-mcp-integration",
      "short_summary": "API and MCP integration for generating game assets, including images, animated sprites, videos, 3D models, sound effects, music, and voices through AI assistan…",
      "price": {
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 15,
        "monthly_usd": 15,
        "headline": "From $15/mo",
        "summary": "From $15/mo. Ludo.ai offers annual subscription plans from $180 per year ($15/month equivalent), with API/MCP access on Pro and Studio plans and custom Enterprise pricing."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    },
    {
      "agent_id": "mcp_game_asset_gen",
      "name": "Mcp Game Asset Gen",
      "url": "https://github.com/Flux159/mcp-game-asset-gen",
      "short_summary": "An MCP server for generating game development assets, including images and 3D models, through providers such as OpenAI, Google Gemini, Fal.ai, Trellis, and Hun…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing for the MCP Game Asset Generation Server is shown in the supplied repository content."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    }
  ],
  "platforms_also_here": [],
  "page_url": "https://agentery.com/market/game-asset-generation",
  "summary": {
    "niche": "game-asset-generation",
    "sector": "media-entertainment",
    "pricing_by_provider_type": {
      "headline": "Prices differ by provider type and buyer tier — no blended headline is used. Strongest cohort: MCP servers · Individual median $14/mo (6 providers). See benchmarks_by_provider_type_and_tier for the full matrix.",
      "benchmarks": [
        {
          "provider_type": "mcp",
          "provider_type_label": "MCP servers",
          "buyer_tier": "individual",
          "buyer_tier_label": "Individual",
          "pricing_unit": "flat",
          "pricing_unit_label": "flat monthly",
          "comparable_provider_count": 6,
          "reliability": "medium",
          "median": 13.5,
          "p25": 12,
          "p75": 17.25,
          "status": "ok"
        },
        {
          "provider_type": "mcp",
          "provider_type_label": "MCP servers",
          "buyer_tier": "pro",
          "buyer_tier_label": "Pro",
          "pricing_unit": "flat",
          "pricing_unit_label": "flat monthly",
          "comparable_provider_count": 3,
          "reliability": "low",
          "median": 50,
          "p25": null,
          "p75": null,
          "status": "median_only"
        },
        {
          "provider_type": "mcp",
          "provider_type_label": "MCP servers",
          "buyer_tier": "team_sme",
          "buyer_tier_label": "Team / SME",
          "pricing_unit": "flat",
          "pricing_unit_label": "flat monthly",
          "comparable_provider_count": 2,
          "reliability": "low",
          "median": null,
          "p25": null,
          "p75": null,
          "status": "observed_offers_only",
          "observed_offers": [
            80,
            300
          ]
        }
      ],
      "warnings": [
        "This niche currently has sufficient MCP pricing but insufficient agent pricing."
      ],
      "full_pricing_via": {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "game-asset-generation"
        },
        "note": "add provider_type + buyer_tier for a specific cohort"
      }
    },
    "page_url": "https://agentery.com/market/game-asset-generation",
    "counts": {
      "listings_with_price_capture": 17,
      "listings_with_observed_public_price": 8,
      "providers_with_numeric_monthly_price_latest_scan": 6,
      "like_for_like_comparable_pairs": 5
    },
    "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": 13.5,
        "provider_count": 6,
        "plan_observation_count": 8,
        "data_confidence": 0.48,
        "data_confidence_basis": {
          "provider_component": 0.5,
          "observation_component": 0.4,
          "provider_count": 6,
          "plan_observation_count": 8
        },
        "reliability": "medium",
        "members": [
          {
            "provider": "generate",
            "usd": 8
          },
          {
            "provider": "hwiyeong",
            "usd": 12
          },
          {
            "provider": "hyean",
            "usd": 12
          },
          {
            "provider": "ludo_ai",
            "usd": 15
          },
          {
            "provider": "pixellab",
            "usd": 18
          },
          {
            "provider": "spriteship",
            "usd": 20
          }
        ],
        "p25": 12,
        "p75": 17.25
      },
      {
        "tier": "pro",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 50,
        "provider_count": 3,
        "plan_observation_count": 4,
        "data_confidence": 0.24,
        "data_confidence_basis": {
          "provider_component": 0.25,
          "observation_component": 0.2,
          "provider_count": 3,
          "plan_observation_count": 4
        },
        "reliability": "low",
        "members": [
          {
            "provider": "ludo_ai",
            "usd": 35
          },
          {
            "provider": "generate",
            "usd": 50
          },
          {
            "provider": "pixellab",
            "usd": 50
          }
        ]
      },
      {
        "tier": "team_sme",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 190,
        "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": "spriteship",
            "usd": 80
          },
          {
            "provider": "ludo_ai",
            "usd": 300
          }
        ]
      }
    ],
    "pricing_coverage": {
      "listings_with_price_capture": 17,
      "listings_with_observed_public_price": 8,
      "normalized_observations": 14,
      "comparable_providers": 6,
      "strict_cohorts": 3,
      "exclusion_reasons": {
        "ambiguous_cadence": 4,
        "one_time": 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": 4,
      "one_time": 2
    },
    "billing_mix": {
      "subscription": 3,
      "free": 2,
      "freemium": 3
    },
    "free_tier_share": 0.63,
    "top_providers": [
      {
        "agent_id": "pixellab",
        "name": "PixelLab",
        "price": {
          "observed": true,
          "billing": "subscription",
          "lowest_monthly_usd": 12,
          "monthly_usd": 12,
          "headline": "From $12/mo",
          "summary": "From $12/mo. PixelLab publicly displays monthly prices of $12.00, $24.00, and $50.00, plus an unspecified $100 price."
        },
        "observed": true
      },
      {
        "agent_id": "generate",
        "name": "Generate",
        "price": {
          "observed": true,
          "billing": "subscription",
          "lowest_monthly_usd": 8,
          "monthly_usd": 8,
          "headline": "From $8/mo",
          "summary": "From $8/mo. SpriteCook offers three monthly subscription plans from $8 to $70, with increasing monthly credits and feature allowances."
        },
        "observed": true
      },
      {
        "agent_id": "hwiyeong",
        "name": "Hwiyeong",
        "price": {
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 12,
          "monthly_usd": 12,
          "headline": "Free tier, then from $12/mo",
          "summary": "Free tier, then from $12/mo. 14dimension offers a free plan, a $12/month Indie plan with a $115/year option, and a contact-sales Studio plan."
        },
        "observed": true
      },
      {
        "agent_id": "hyean",
        "name": "Hyean",
        "price": {
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 7,
          "monthly_usd": 7,
          "headline": "Free tier, then from $7/mo",
          "summary": "Free tier, then from $7/mo. HyeAn offers a permanent free tier, a $12/month Indie subscription with annual billing at $115/year, custom-priced Studio plans, and one-time caption packs."
        },
        "observed": true
      },
      {
        "agent_id": "spriteship",
        "name": "Spriteship",
        "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. SpriteShip offers a permanent free tier with 1,500 one-time signup credits, plus monthly plans from $10 to $80 and separate pay-as-you-go credit purchases."
        },
        "observed": true
      }
    ],
    "suggested_next_calls": [
      {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "game-asset-generation"
        },
        "purpose": "full observed price distribution + per-tier medians for this niche"
      },
      {
        "tool": "niche_report",
        "arguments": {
          "niche": "game-asset-generation",
          "response_mode": "full"
        },
        "purpose": "the complete report incl. index series and tier decomposition"
      },
      {
        "tool": "suggest_alternatives",
        "arguments": {
          "agent_id": "pixellab"
        },
        "purpose": "comparable (optionally cheaper) providers to a named agent"
      },
      {
        "tool": "get_agent_profile",
        "arguments": {
          "agent_id": "pixellab"
        },
        "purpose": "full profile, integrations and pricing for one provider"
      }
    ]
  }
}