AI Music Tutor

{
  "niche": "ai-music-tutor",
  "parent_sector": "education",
  "provider_type_pricing": {
    "slug": "ai-music-tutor",
    "pricing_basis": "lowest_observed_monthly_usd",
    "provider_type_methodology": "commercial-form-v2",
    "provider_type_methodology_published_at": "2026-07-31",
    "blended": {
      "median": 5,
      "p25": null,
      "p75": null,
      "providers": 1
    },
    "by_provider_type": {
      "agent": {
        "median": null,
        "p25": null,
        "p75": null,
        "providers": 0,
        "publishable": false,
        "confidence": "insufficient",
        "reason": "Fewer than three comparable priced Agent-economy products are available."
      },
      "mcp": {
        "median": null,
        "p25": null,
        "p75": null,
        "providers": 1,
        "publishable": false,
        "confidence": "insufficient",
        "reason": "Fewer than three comparable priced MCP servers are available."
      }
    },
    "recommended_cohort": null,
    "recommendation_reason": "Choose the cohort according to the commercial delivery type being assessed.",
    "fallback_context": null,
    "context_note": null
  },
  "crowding_level": "empty",
  "observed_node_count": 0,
  "adjacent_niches": [
    "ai-language-tutor",
    "tutoring-subject-specific",
    "essay-grading-feedback",
    "corporate-l-and-d",
    "college-admissions-screening",
    "corporate-training-agent"
  ],
  "market_pulse": {
    "pulse": 56,
    "drivers": [
      "3 new builders in 30d"
    ],
    "price_move_30d_pct": null,
    "money_share": null,
    "entry_rate": 0.375,
    "alive_share": 1
  },
  "price_move": {
    "d_pct": 0,
    "w_pct": 0,
    "m_pct": 0,
    "comparable_agents": 1,
    "quarantined_agents": 0,
    "confidence": "insufficient",
    "published": {
      "d": false,
      "w": false,
      "m": false
    },
    "held_reason": {
      "d": null,
      "w": null,
      "m": null
    },
    "driver": {
      "d": null,
      "w": null,
      "m": null
    },
    "tier_contribution": {
      "d": {
        "individual": 0,
        "pro": 0,
        "team_sme": 0,
        "enterprise": 0
      },
      "w": {
        "individual": 0,
        "pro": 0,
        "team_sme": 0,
        "enterprise": 0
      },
      "m": {
        "individual": 0,
        "pro": 0,
        "team_sme": 0,
        "enterprise": 0
      }
    },
    "tier_series": {
      "individual": [
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100
      ],
      "pro": [
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100
      ],
      "team_sme": [
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100
      ],
      "enterprise": [
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100
      ]
    },
    "tier_own_move": {
      "d": {
        "individual": 0,
        "pro": 0,
        "team_sme": 0,
        "enterprise": 0
      },
      "w": {
        "individual": 0,
        "pro": 0,
        "team_sme": 0,
        "enterprise": 0
      },
      "m": {
        "individual": 0,
        "pro": 0,
        "team_sme": 0,
        "enterprise": 0
      }
    },
    "tier_agents": {
      "individual": 1,
      "pro": 0,
      "team_sme": 0,
      "enterprise": 0
    },
    "obs_range": {
      "d": null,
      "w": null,
      "m": null
    },
    "tier_obs_range": {
      "d": {
        "individual": null,
        "pro": null,
        "team_sme": null,
        "enterprise": null
      },
      "w": {
        "individual": null,
        "pro": null,
        "team_sme": null,
        "enterprise": null
      },
      "m": {
        "individual": null,
        "pro": null,
        "team_sme": null,
        "enterprise": null
      }
    }
  },
  "pricing": {
    "sampleSize": 3,
    "observed": 1,
    "byPersona": {
      "free": {
        "n": 1,
        "nPriced": 0,
        "reliability": "none",
        "median": null,
        "p25": null,
        "p75": null,
        "min": null,
        "max": null,
        "usageShare": 0
      },
      "individual": {
        "n": 3,
        "nPriced": 3,
        "reliability": "low",
        "median": 9.95,
        "p25": 7.48,
        "p75": 14.95,
        "min": 5,
        "max": 19.95,
        "usageShare": 0
      },
      "pro": {
        "n": 0,
        "nPriced": 0,
        "reliability": "none",
        "median": null,
        "p25": null,
        "p75": null,
        "min": null,
        "max": null,
        "usageShare": 0
      },
      "team_sme": {
        "n": 1,
        "nPriced": 0,
        "reliability": "none",
        "median": null,
        "p25": null,
        "p75": null,
        "min": null,
        "max": null,
        "usageShare": 0
      },
      "enterprise": {
        "n": 0,
        "nPriced": 0,
        "reliability": "none",
        "median": null,
        "p25": null,
        "p75": null,
        "min": null,
        "max": null,
        "usageShare": 0
      }
    },
    "byPersonaMonthly": {
      "free": {
        "nMonthly": 0,
        "p25": null,
        "median": null,
        "p75": null,
        "confidence": "none",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": false
      },
      "individual": {
        "nMonthly": 3,
        "p25": 7.48,
        "median": 9.95,
        "p75": 14.95,
        "confidence": "low",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": true
      },
      "pro": {
        "nMonthly": 0,
        "p25": null,
        "median": null,
        "p75": null,
        "confidence": "none",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": false
      },
      "team_sme": {
        "nMonthly": 0,
        "p25": null,
        "median": null,
        "p75": null,
        "confidence": "none",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": false
      },
      "enterprise": {
        "nMonthly": 0,
        "p25": null,
        "median": null,
        "p75": null,
        "confidence": "none",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": false
      }
    },
    "byTierCohorts": {
      "status": "insufficient",
      "cohorts": [],
      "rejected": {
        "one_time": 1
      },
      "evidence": {
        "status": "single_observation",
        "single_observations": [
          {
            "tier": "individual",
            "unit": "flat",
            "provider": "hummatch",
            "monthly_usd": 9.95
          }
        ],
        "observed_offers": [
          {
            "billing": "monthly",
            "unit": "flat",
            "count": 3,
            "offers": [
              {
                "provider": "hummatch",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$59.95 /year",
                "monthly_usd": 5
              },
              {
                "provider": "hummatch",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$9.95 /month",
                "monthly_usd": 9.95
              },
              {
                "provider": "hummatch",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$19.95 /month",
                "monthly_usd": 19.95
              }
            ]
          },
          {
            "billing": "one_time",
            "unit": "flat",
            "count": 1,
            "offers": [
              {
                "provider": "hummatch",
                "tier": "team_sme",
                "billing": "one_time",
                "unit": "flat",
                "price": "$149 one-time",
                "monthly_usd": null
              }
            ]
          }
        ],
        "coverage": {
          "priced_providers": 1,
          "normalized_observations": 3,
          "comparable_providers": 1,
          "strict_cohorts": 0,
          "exclusion_reasons": {
            "one_time": 1
          }
        }
      }
    },
    "billingMix": {
      "freemium": 1
    },
    "freeTierShare": 1,
    "medianLowestUsd": 5
  },
  "movement": {
    "niche": "ai-music-tutor",
    "sector": "education",
    "pricedNow": 1,
    "pairs": 0,
    "repriced": [],
    "newlyPriced": [
      "hummatch"
    ],
    "droppedFromPriced": [],
    "likeForLikePct": null,
    "kind": "composition",
    "narrative": "Composition change (average moved, but no agent changed its price): 1 newly published pricing."
  },
  "index_series": {
    "series": [
      {
        "day": "2026-07-26",
        "index": 100,
        "pairs": 0,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-01",
        "index": 100,
        "pairs": 0,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-02",
        "index": 100,
        "pairs": 0,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-03",
        "index": 100,
        "pairs": 1,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-04",
        "index": 100,
        "pairs": 1,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-05",
        "index": 100,
        "pairs": 1,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-06",
        "index": 100,
        "pairs": 1,
        "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": "hummatch",
      "name": "Hummatch",
      "url": "https://hummatch.me",
      "short_summary": "HumMatch matches singers to songs by vocal range. Give it someone's lowest and highest comfortable notes and it returns songs they can sing, scored for fit, di…",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 5,
        "monthly_usd": 5,
        "headline": "Free tier, then from $5/mo",
        "summary": "Free tier, then from $5/mo. HumMatch offers a permanent free tier, monthly subscriptions from $9.95, annual options, a $149 lifetime membership, and a $19.95/month coaching plan."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "ai_music_teacher",
      "name": "Ai Music Teacher",
      "url": "https://poe.com/AI-Music-Teacher",
      "short_summary": "An AI music instructor that adapts lessons to a learner’s skill level and instrument, providing music theory explanations, step-by-step guidance, practice exer…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public price found on the vendor site."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    },
    {
      "agent_id": "vocalift",
      "name": "Vocalift",
      "url": "https://github.com/krishy0305/VocaLift",
      "short_summary": "An open-source Streamlit AI vocal coach that compares user singing with reference audio, analyzes pitch, timing, dynamics, and vocal quality, and generates per…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing for VocaLift is shown in the supplied repository content."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    }
  ],
  "platforms_also_here": [],
  "page_url": "https://agentery.com/market/ai-music-tutor",
  "summary": {
    "niche": "ai-music-tutor",
    "sector": "education",
    "pricing_by_provider_type": {
      "headline": "No published benchmark for ai-music-tutor yet — too few comparable priced providers.",
      "benchmarks": [],
      "warnings": [
        "No priced providers meet the benchmark bar for this scope."
      ],
      "full_pricing_via": {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "ai-music-tutor"
        },
        "note": "add provider_type + buyer_tier for a specific cohort"
      }
    },
    "page_url": "https://agentery.com/market/ai-music-tutor",
    "counts": {
      "listings_with_price_capture": 3,
      "listings_with_observed_public_price": 1,
      "providers_with_numeric_monthly_price_latest_scan": 1,
      "like_for_like_comparable_pairs": 0
    },
    "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": "single_observation",
    "pricing_by_tier": null,
    "single_observations": [
      {
        "tier": "individual",
        "unit": "flat",
        "provider": "hummatch",
        "monthly_usd": 9.95
      }
    ],
    "pricing_coverage": {
      "listings_with_price_capture": 3,
      "listings_with_observed_public_price": 1,
      "normalized_observations": 3,
      "comparable_providers": 1,
      "strict_cohorts": 0,
      "exclusion_reasons": {
        "one_time": 1
      }
    },
    "pricing_note": "Only ONE provider in this niche publishes a comparable price — returned as a single observation, NOT a benchmark, median or fair price. See adjacent_pricing or confirm the niche to widen the sample.",
    "pricing_excluded_observations": {
      "one_time": 1
    },
    "billing_mix": {
      "freemium": 1
    },
    "free_tier_share": 1,
    "top_providers": [
      {
        "agent_id": "hummatch",
        "name": "Hummatch",
        "price": {
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 5,
          "monthly_usd": 5,
          "headline": "Free tier, then from $5/mo",
          "summary": "Free tier, then from $5/mo. HumMatch offers a permanent free tier, monthly subscriptions from $9.95, annual options, a $149 lifetime membership, and a $19.95/month coaching plan."
        },
        "observed": true
      },
      {
        "agent_id": "ai_music_teacher",
        "name": "Ai Music Teacher",
        "price": {
          "observed": false,
          "billing": "not_found",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "No public price found",
          "summary": "No public price found on the vendor site."
        },
        "observed": false
      },
      {
        "agent_id": "vocalift",
        "name": "Vocalift",
        "price": {
          "observed": false,
          "billing": "not_found",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "No public price found",
          "summary": "No public pricing for VocaLift is shown in the supplied repository content."
        },
        "observed": false
      }
    ],
    "suggested_next_calls": [
      {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "ai-music-tutor"
        },
        "purpose": "full observed price distribution + per-tier medians for this niche"
      },
      {
        "tool": "niche_report",
        "arguments": {
          "niche": "ai-music-tutor",
          "response_mode": "full"
        },
        "purpose": "the complete report incl. index series and tier decomposition"
      },
      {
        "tool": "suggest_alternatives",
        "arguments": {
          "agent_id": "hummatch"
        },
        "purpose": "comparable (optionally cheaper) providers to a named agent"
      },
      {
        "tool": "get_agent_profile",
        "arguments": {
          "agent_id": "hummatch"
        },
        "purpose": "full profile, integrations and pricing for one provider"
      }
    ]
  }
}