AI Music Generation

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                "price": "$0.005",
                "monthly_usd": null
              },
              {
                "provider": "studiosphere_pulse",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.50",
                "monthly_usd": null
              },
              {
                "provider": "studiosphere_pulse",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.39",
                "monthly_usd": null
              },
              {
                "provider": "studiosphere_pulse",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$1.17",
                "monthly_usd": null
              },
              {
                "provider": "udio",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$3.00",
                "monthly_usd": null
              },
              {
                "provider": "udio",
                "tier": "pro",
                "billing": "usage",
                "unit": "flat",
                "price": "$25.00",
                "monthly_usd": null
              }
            ]
          },
          {
            "billing": "unspecified_period",
            "unit": "flat",
            "count": 2,
            "offers": [
              {
                "provider": "dee_mcp",
                "tier": "individual",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "$10",
                "monthly_usd": null
              },
              {
                "provider": "dee_mcp",
                "tier": "pro",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "$25",
                "monthly_usd": null
              }
            ]
          }
        ],
        "coverage": {
          "priced_providers": 15,
          "normalized_observations": 33,
          "comparable_providers": 13,
          "strict_cohorts": 3,
          "exclusion_reasons": {
            "one_time": 12,
            "ambiguous_cadence": 2,
            "usage_not_monthly": 6
          }
        }
      }
    },
    "billingMix": {
      "freemium": 9,
      "subscription": 5,
      "free": 1,
      "usage": 1
    },
    "freeTierShare": 0.63,
    "medianLowestUsd": 8.99
  },
  "movement": {
    "niche": "ai-music-generation",
    "sector": "media-entertainment",
    "pricedNow": 14,
    "pairs": 13,
    "repriced": [
      {
        "handle": "lacuna_fm",
        "from": 15.83,
        "to": 19,
        "pct": 20
      }
    ],
    "newlyPriced": [
      "udio"
    ],
    "droppedFromPriced": [
      "boostaudio",
      "musicfy"
    ],
    "likeForLikePct": 1.4,
    "kind": "mixed",
    "narrative": "Repricing + composition: 1 agent repriced — all up (avg +1.4%); 1 newly published pricing; 2 stopped showing a public price."
  },
  "index_series": {
    "series": [
      {
        "day": "2026-07-08",
        "index": 100,
        "pairs": 15,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-09",
        "index": 107.569,
        "pairs": 18,
        "dayChangePct": 7.57
      },
      {
        "day": "2026-07-10",
        "index": 107.569,
        "pairs": 17,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-11",
        "index": 107.569,
        "pairs": 10,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-12",
        "index": 107.569,
        "pairs": 8,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-13",
        "index": 107.569,
        "pairs": 15,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-14",
        "index": 107.569,
        "pairs": 19,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-15",
        "index": 107.565,
        "pairs": 19,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-16",
        "index": 107.565,
        "pairs": 25,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-17",
        "index": 107.568,
        "pairs": 25,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-18",
        "index": 107.568,
        "pairs": 25,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-19",
        "index": 107.568,
        "pairs": 25,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-20",
        "index": 107.568,
        "pairs": 25,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-21",
        "index": 107.568,
        "pairs": 25,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-22",
        "index": 107.568,
        "pairs": 25,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-23",
        "index": 107.568,
        "pairs": 25,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-24",
        "index": 107.568,
        "pairs": 25,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-25",
        "index": 107.568,
        "pairs": 25,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-26",
        "index": 107.568,
        "pairs": 25,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-27",
        "index": 107.568,
        "pairs": 25,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-28",
        "index": 107.568,
        "pairs": 22,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-29",
        "index": 107.568,
        "pairs": 22,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-30",
        "index": 107.568,
        "pairs": 21,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-31",
        "index": 107.568,
        "pairs": 23,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-01",
        "index": 107.568,
        "pairs": 20,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-02",
        "index": 107.568,
        "pairs": 23,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-03",
        "index": 107.568,
        "pairs": 22,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-04",
        "index": 107.568,
        "pairs": 25,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-05",
        "index": 107.568,
        "pairs": 25,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-06",
        "index": 107.568,
        "pairs": 25,
        "dayChangePct": 0
      }
    ],
    "latest": 107.568,
    "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": "playlistable",
      "name": "Playlistable",
      "url": "https://playlistable.io",
      "short_summary": "generates and manages Spotify and Apple Music playlists using AI based on mood, artist, or song descriptions",
      "price": {
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 4.17,
        "monthly_usd": 4.17,
        "headline": "From $4.17/mo",
        "summary": "From $4.17/mo. Playlistable offers weekly, monthly, and yearly subscription plans, with the yearly plan billed at $49.99 annually and a 3-day free trial."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "royalty_calculator",
      "name": "Music Royalties Calculator",
      "url": "https://www.velveteen.fm",
      "short_summary": "AI A&R assistant that validates metadata, catches errors before submission, searches Spotify for tracks, and manages music catalog through conversation",
      "price": {
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 1.99,
        "monthly_usd": 1.99,
        "headline": "From $1.99/mo",
        "summary": "From $1.99/mo. Velveteen offers monthly music distribution plans from $1.99 for one artist profile to $14.99 for unlimited artists and team management."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "studiosphere_pulse",
      "name": "Studiosphere Pulse",
      "url": "https://pulse.studiosphere.space",
      "short_summary": "analyzes public audio URLs for BPM, musical key, waveform peaks, and creative context",
      "price": {
        "observed": true,
        "billing": "usage",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Paid (price not published)",
        "summary": "StudioSphere Pulse uses pay-as-you-go audio analysis pricing based on audio duration, with a stated $0.50 minimum and lower pricing for cached results."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "tidal",
      "name": "tidal",
      "url": "https://tidal-cli.lucaperret.ch",
      "short_summary": "Search, browse, and manage Tidal music library with AI automation including playlist creation, track discovery, and playback control",
      "price": {
        "observed": true,
        "billing": "free",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Free",
        "summary": "The tidal-cli software is offered at $0, with no public recurring billing period shown."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "boostaudio",
      "name": "boostaudio",
      "url": "https://boost.audio/mcp",
      "short_summary": "provides AI audio tools for music production including stem splitting, vocal removal, BPM & key detection, audio-to-MIDI conversion, format conversion, trimmin…",
      "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": "dee_mcp",
      "name": "Dee",
      "url": "https://dee.dwland.ai",
      "short_summary": "The first music platform for AI agents. Generate mood-modulating music through MCP. Auto-registration, no token needed.",
      "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. The service offers a free Hobby plan plus Value and Power plans priced at $10 and $25, with included credits and per-song rates shown."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "makesong_ai",
      "name": "Makesong Ai",
      "url": "https://aiagentstore.ai/ai-agent/makesong",
      "short_summary": "generates songs, lyrics, instrumentals, and music videos from text prompts or lyrics",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 29,
        "monthly_usd": 29,
        "headline": "Free tier, then from $29/mo",
        "summary": "Free tier, then from $29/mo. MakeSong shows a free offer and a paid plan priced at $29 per month, with no further plan details visible in the supplied context."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "musicfy",
      "name": "Musicfy",
      "url": "https://musicfy.lol/",
      "short_summary": "generates AI music and song covers using AI voices, including text-to-music, voice cloning, and parody voices",
      "price": {
        "observed": false,
        "billing": "unknown",
        "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": "tunesona_ai",
      "name": "Tunesona Ai",
      "url": "https://www.tunesona.com/",
      "short_summary": "generates personalized, complete original songs through natural conversation, including planning song structure and iterative refinement",
      "price": {
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 6.99,
        "monthly_usd": 6.99,
        "headline": "From $6.99/mo",
        "summary": "From $6.99/mo. Tunesona offers discounted first-month Basic and Pro subscriptions starting at $6.99, plus a $69.99 one-time lifetime plan."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "udio",
      "name": "Udio",
      "url": "https://www.udio.com/",
      "short_summary": "generates music from text descriptions and provides AI music editing tools",
      "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. Udio offers a permanent free plan, Standard at $10 monthly or $8/month billed annually, and Pro at $30 monthly or $24/month billed annually, with additional credit packs available."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    }
  ],
  "platforms_also_here": [
    {
      "agent_id": "atri_agent",
      "name": "Atri Agent",
      "url": "https://github.com/Tz-WIND/ATRI_AGENT",
      "short_summary": "Local-first AI Agent runtime with multi-model LLM, tool calling, MCP/Skills support, and integrated music DAW for symbolic music generation and editing via age…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing for ATRI_AGENT is shown in the supplied repository context."
      },
      "home_niche": "agent-runtime-platform",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "glif_api",
      "name": "Glif",
      "url": "https://glif.app/api",
      "short_summary": "HTTP API for composing AI media generation projects, managing assets, and accessing user skills. Supports agent runtimes, automation scripts, and product integ…",
      "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. Glif offers daily free credits for users, with paid monthly plans starting at $10 for 500 credits and scaling to $100 for 6,000 credits."
      },
      "home_niche": "ai-image-generation",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "luma_labs",
      "name": "Creative AI Agents",
      "url": "https://lumalabs.ai/",
      "short_summary": "generates, transforms, and coordinates creative media (video, image, audio, text) from concept to finished work",
      "price": {
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 30,
        "monthly_usd": 30,
        "headline": "From $30/mo",
        "summary": "From $30/mo. Luma offers individual subscriptions from $30/month, with higher-credit Pro and Ultra tiers, contact-sales Team and Enterprise plans, and separate credit-based video generation rates."
      },
      "home_niche": "ai-video-generation",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "mcpollinations",
      "name": "Mcpollinations",
      "url": "https://github.com/pinkpixel-dev/MCPollinations",
      "short_summary": "MCP server enabling AI assistants to generate images, text, and audio via Pollinations APIs. Supports customizable parameters, multiple models, and image savin…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing is provided for MCPollinations in the supplied repository content."
      },
      "home_niche": "ai-image-generation",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "metavision_studio",
      "name": "Grant Agent",
      "url": "https://metavision.click/studio",
      "short_summary": "AI-powered creative platform. Generate 3D models from text or image, create music, video and images with AI. CNC G-code analysis. Built on Base network.",
      "price": {
        "observed": true,
        "billing": "usage",
        "lowest_monthly_usd": 5,
        "monthly_usd": 5,
        "headline": "From $5/mo",
        "summary": "From $5/mo. Metavision offers generation-credit plans from $5 for 50 generations, usage-priced individual services, and custom services including a $50/month workflow automation option."
      },
      "home_niche": "3d-modeling-agent",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "modelrunner_mcp",
      "name": "Modelrunner",
      "url": "https://modelrunner.ai/mcp",
      "short_summary": "<a href=\"https://modelrunner.ai\">ModelRunner</a> is a hosted remote MCP (Model Context Protocol) server that lets AI assistants like Claude and Cursor run 100+…",
      "price": {
        "observed": true,
        "billing": "usage",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Paid (price not published)",
        "summary": "ModelRunner publishes pay-as-you-go pricing for 146 AI models, with rates varying by model and usage unit and no monthly fees."
      },
      "home_niche": "llm-serving-infrastructure",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "muapi",
      "name": "Muapi",
      "url": "https://muapi.ai",
      "short_summary": "provides API access to 500+ generative AI models for image, video, and audio generation",
      "price": {
        "observed": false,
        "billing": "unknown",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public price found on the vendor site."
      },
      "home_niche": "ai-image-generation",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "rostro_mcp",
      "name": "Rostro Image, Video, 3D, Voice, SFX, Music",
      "url": "https://rostro.dev/guides/mcp",
      "short_summary": "Turn any language model into a multimodal powerhouse that can generate images, music, videos and more on the fly",
      "price": {
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 5,
        "monthly_usd": 5,
        "headline": "From $5/mo",
        "summary": "From $5/mo. Rostro offers monthly Minimal and Full plans at $5 and $20, respectively, plus an Enterprise plan with contact-sales pricing."
      },
      "home_niche": "ai-image-generation",
      "also_covers": true,
      "upvotes": 0
    }
  ],
  "page_url": "https://agentery.com/market/ai-music-generation",
  "summary": {
    "niche": "ai-music-generation",
    "sector": "media-entertainment",
    "pricing_by_provider_type": {
      "headline": "Prices differ by provider type and buyer tier — no blended headline is used. Strongest cohort: Agents · Individual median $10/mo (9 providers). See benchmarks_by_provider_type_and_tier for the full matrix.",
      "benchmarks": [
        {
          "provider_type": "agent",
          "provider_type_label": "Agents",
          "buyer_tier": "individual",
          "buyer_tier_label": "Individual",
          "pricing_unit": "flat",
          "pricing_unit_label": "flat monthly",
          "comparable_provider_count": 9,
          "reliability": "medium",
          "median": 10.49,
          "p25": 9.99,
          "p75": 14.99,
          "status": "ok"
        },
        {
          "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": 9,
          "reliability": "medium",
          "median": 27.99,
          "p25": 20,
          "p75": 29,
          "status": "ok"
        },
        {
          "provider_type": "agent",
          "provider_type_label": "Agents",
          "buyer_tier": "team_sme",
          "buyer_tier_label": "Team / SME",
          "pricing_unit": "flat",
          "pricing_unit_label": "flat monthly",
          "comparable_provider_count": 2,
          "reliability": "low",
          "median": null,
          "p25": null,
          "p75": null,
          "status": "observed_offers_only",
          "observed_offers": [
            44.99,
            69.99
          ]
        },
        {
          "provider_type": "mcp",
          "provider_type_label": "MCP servers",
          "buyer_tier": "individual",
          "buyer_tier_label": "Individual",
          "pricing_unit": "flat",
          "pricing_unit_label": "flat monthly",
          "comparable_provider_count": 2,
          "reliability": "low",
          "median": null,
          "p25": null,
          "p75": null,
          "status": "observed_offers_only",
          "observed_offers": [
            6.99,
            8.49
          ]
        }
      ],
      "warnings": [
        "This niche currently has sufficient agent pricing but insufficient MCP pricing."
      ],
      "full_pricing_via": {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "ai-music-generation"
        },
        "note": "add provider_type + buyer_tier for a specific cohort"
      }
    },
    "page_url": "https://agentery.com/market/ai-music-generation",
    "counts": {
      "listings_with_price_capture": 35,
      "listings_with_observed_public_price": 16,
      "providers_with_numeric_monthly_price_latest_scan": 14,
      "like_for_like_comparable_pairs": 13
    },
    "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": "driven by an introductory / promotional price"
      }
    },
    "pricing_version": "cohorts-1",
    "pricing_status": "ok",
    "pricing_by_tier": [
      {
        "tier": "individual",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 10.49,
        "provider_count": 11,
        "plan_observation_count": 15,
        "data_confidence": 0.88,
        "data_confidence_basis": {
          "provider_component": 0.92,
          "observation_component": 0.75,
          "provider_count": 11,
          "plan_observation_count": 15
        },
        "reliability": "medium",
        "members": [
          {
            "provider": "tonesmatch",
            "usd": 3.55
          },
          {
            "provider": "playlistable",
            "usd": 6.99
          },
          {
            "provider": "tunesona_ai",
            "usd": 6.99
          },
          {
            "provider": "royalty_calculator",
            "usd": 8.49
          },
          {
            "provider": "musicraft_ai",
            "usd": 9.99
          },
          {
            "provider": "craftmusic_ai",
            "usd": 10.49
          },
          {
            "provider": "freemusiccreator",
            "usd": 10.49
          },
          {
            "provider": "musicaura",
            "usd": 10.49
          },
          {
            "provider": "musicgpt",
            "usd": 14.99
          },
          {
            "provider": "beatbun",
            "usd": 16.99
          },
          {
            "provider": "lacuna_fm",
            "usd": 19
          }
        ],
        "p25": 7.74,
        "p75": 12.74
      },
      {
        "tier": "pro",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 27.99,
        "provider_count": 10,
        "plan_observation_count": 15,
        "data_confidence": 0.82,
        "data_confidence_basis": {
          "provider_component": 0.83,
          "observation_component": 0.75,
          "provider_count": 10,
          "plan_observation_count": 15
        },
        "reliability": "medium",
        "members": [
          {
            "provider": "royalty_calculator",
            "usd": 4.99
          },
          {
            "provider": "tunesona_ai",
            "usd": 9.99
          },
          {
            "provider": "musicraft_ai",
            "usd": 19.99
          },
          {
            "provider": "udio",
            "usd": 20
          },
          {
            "provider": "craftmusic_ai",
            "usd": 27.99
          },
          {
            "provider": "freemusiccreator",
            "usd": 27.99
          },
          {
            "provider": "musicaura",
            "usd": 27.99
          },
          {
            "provider": "makesong_ai",
            "usd": 29
          },
          {
            "provider": "beatbun",
            "usd": 29.99
          },
          {
            "provider": "lacuna_fm",
            "usd": 74
          }
        ],
        "p25": 19.99,
        "p75": 28.75
      },
      {
        "tier": "team_sme",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 57.49,
        "provider_count": 2,
        "plan_observation_count": 3,
        "data_confidence": 0.16,
        "data_confidence_basis": {
          "provider_component": 0.17,
          "observation_component": 0.15,
          "provider_count": 2,
          "plan_observation_count": 3
        },
        "reliability": "low",
        "members": [
          {
            "provider": "musicgpt",
            "usd": 44.99
          },
          {
            "provider": "musicraft_ai",
            "usd": 69.99
          }
        ]
      }
    ],
    "pricing_coverage": {
      "listings_with_price_capture": 35,
      "listings_with_observed_public_price": 16,
      "normalized_observations": 33,
      "comparable_providers": 13,
      "strict_cohorts": 3,
      "exclusion_reasons": {
        "one_time": 12,
        "ambiguous_cadence": 2,
        "usage_not_monthly": 6
      }
    },
    "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": {
      "one_time": 12,
      "ambiguous_cadence": 2,
      "usage_not_monthly": 6
    },
    "billing_mix": {
      "freemium": 9,
      "subscription": 5,
      "free": 1,
      "usage": 1
    },
    "free_tier_share": 0.63,
    "top_providers": [
      {
        "agent_id": "playlistable",
        "name": "Playlistable",
        "price": {
          "observed": true,
          "billing": "subscription",
          "lowest_monthly_usd": 4.17,
          "monthly_usd": 4.17,
          "headline": "From $4.17/mo",
          "summary": "From $4.17/mo. Playlistable offers weekly, monthly, and yearly subscription plans, with the yearly plan billed at $49.99 annually and a 3-day free trial."
        },
        "observed": true
      },
      {
        "agent_id": "royalty_calculator",
        "name": "Music Royalties Calculator",
        "price": {
          "observed": true,
          "billing": "subscription",
          "lowest_monthly_usd": 1.99,
          "monthly_usd": 1.99,
          "headline": "From $1.99/mo",
          "summary": "From $1.99/mo. Velveteen offers monthly music distribution plans from $1.99 for one artist profile to $14.99 for unlimited artists and team management."
        },
        "observed": true
      },
      {
        "agent_id": "studiosphere_pulse",
        "name": "Studiosphere Pulse",
        "price": {
          "observed": true,
          "billing": "usage",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "Paid (price not published)",
          "summary": "StudioSphere Pulse uses pay-as-you-go audio analysis pricing based on audio duration, with a stated $0.50 minimum and lower pricing for cached results."
        },
        "observed": true
      },
      {
        "agent_id": "tidal",
        "name": "tidal",
        "price": {
          "observed": true,
          "billing": "free",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "Free",
          "summary": "The tidal-cli software is offered at $0, with no public recurring billing period shown."
        },
        "observed": true
      },
      {
        "agent_id": "boostaudio",
        "name": "boostaudio",
        "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
      }
    ],
    "suggested_next_calls": [
      {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "ai-music-generation"
        },
        "purpose": "full observed price distribution + per-tier medians for this niche"
      },
      {
        "tool": "niche_report",
        "arguments": {
          "niche": "ai-music-generation",
          "response_mode": "full"
        },
        "purpose": "the complete report incl. index series and tier decomposition"
      },
      {
        "tool": "suggest_alternatives",
        "arguments": {
          "agent_id": "playlistable"
        },
        "purpose": "comparable (optionally cheaper) providers to a named agent"
      },
      {
        "tool": "get_agent_profile",
        "arguments": {
          "agent_id": "playlistable"
        },
        "purpose": "full profile, integrations and pricing for one provider"
      }
    ]
  }
}