Tutoring Subject Specific

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        "index": 100,
        "pairs": 17,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-03",
        "index": 100,
        "pairs": 19,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-04",
        "index": 100,
        "pairs": 19,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-05",
        "index": 100,
        "pairs": 19,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-06",
        "index": 100,
        "pairs": 19,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-07",
        "index": 100,
        "pairs": 17,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-08",
        "index": 100,
        "pairs": 17,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-09",
        "index": 100,
        "pairs": 17,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-10",
        "index": 100,
        "pairs": 21,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-11",
        "index": 100,
        "pairs": 19,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-12",
        "index": 100,
        "pairs": 19,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-13",
        "index": 100,
        "pairs": 19,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-14",
        "index": 100,
        "pairs": 19,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-15",
        "index": 100,
        "pairs": 21,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-16",
        "index": 100,
        "pairs": 19,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-17",
        "index": 100,
        "pairs": 17,
        "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": "aba_sensei",
      "name": "ABA Sensei",
      "url": "https://abasensei.app",
      "short_summary": "AI-powered exam preparation for BCBA, BCaBA & RBT certification with practice questions, spaced repetition, and AI tutoring",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 12.42,
        "monthly_usd": 12.42,
        "headline": "Free tier, then from $12.42/mo",
        "summary": "Free tier, then from $12.42/mo. ABA Sensei offers a free plan, Pro access at $19/month or $149/year, and a Team plan at $99/month."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "deckbase",
      "name": "deckbase",
      "url": "https://www.deckbase.co",
      "short_summary": "converts study materials into AI-generated flashcards with spaced repetition scheduling",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 5.99,
        "monthly_usd": 5.99,
        "headline": "Free tier, then from $5.99/mo",
        "summary": "Free tier, then from $5.99/mo. Deckbase offers a free plan plus Basic at $5.99 per month and Pro at $11.99 per month, with AI generation limits increasing by tier."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "getmycert_questions",
      "name": "GetMyCert Questions",
      "url": "https://getmycert.com",
      "short_summary": "provides AI-powered IT certification practice questions and exam preparation",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 14.99,
        "monthly_usd": 14.99,
        "headline": "Free tier, then from $14.99/mo",
        "summary": "Free tier, then from $14.99/mo. GetMyCert offers a free tier with limited questions and a Pro subscription at $14.99 per month or $149.99 per year."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "github_harvardlillawskillshub_",
      "name": "Github Harvardlillawskillshub",
      "url": "https://github.com/harvard-lil/skills-hub-demo",
      "short_summary": "provides modular AI agent skills that shape how AI assistants approach legal-education tasks (e.g. creating syllabi, conducting Socratic dialogue, evaluating p…",
      "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": "high",
      "upvotes": 0
    },
    {
      "agent_id": "github_hkudsdeeptutor_quotdeep",
      "name": "Github Hkudsdeeptutor Quotdeep",
      "url": "https://github.com/HKUDS/DeepTutor",
      "short_summary": "agent-native personalized tutoring/learning: tutoring, problem solving, quiz generation, research, visualization, and mastery practice",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No reliable public pricing for DeepTutor is shown in the supplied context."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "quizlar",
      "name": "Quizlar",
      "url": "https://quizlar.app",
      "short_summary": "converts content into voice-powered quizzes with spaced repetition for learning retention",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 9.99,
        "monthly_usd": 9.99,
        "headline": "Free tier, then from $9.99/mo",
        "summary": "Free tier, then from $9.99/mo. Quizlar offers a free starting option and four paid monthly plans ranging from $9.99/month to $29.99/month, including a $25/month Teams plan."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "repple",
      "name": "Repple",
      "url": "https://repple.sh",
      "short_summary": "creates flashcards from conversations, PDFs, and URLs with spaced repetition scheduling",
      "price": {
        "observed": true,
        "billing": "free",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Free",
        "summary": "Repple is explicitly presented as free to use, while the pricing page currently shows an error and does not expose plan details."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "tutorflow",
      "name": "Tutorflow",
      "url": "https://tutorflow.io/agent-platform/docs/guides/pricing-and-billing",
      "short_summary": "generates educational content (courses, modules, tests, slides, videos, evaluations) via an agent API platform",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 19,
        "monthly_usd": 19,
        "headline": "Free tier, then from $19/mo",
        "summary": "Free tier, then from $19/mo. TutorFlow offers a permanent free tier, paid monthly plans from $19/month with lower annual-billing rates, and separate per-unit Agent Platform usage pricing."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "vocab_voyage_mcp",
      "name": "vocab-voyage-mcp",
      "url": "https://vocab.voyage/mcp",
      "short_summary": "provides vocabulary learning resources and tools for standardized test preparation through AI assistants",
      "price": {
        "observed": true,
        "billing": "free",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Free",
        "summary": "Vocab Voyage is completely free, with all listed learning and dashboard features included and no paid tiers."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "almanack",
      "name": "Almanack",
      "url": "https://almanack.ai/solutions/teachers",
      "short_summary": "Helps teachers plan lessons, design curriculum, differentiate learning, create resources, and automate routine tasks like report card comments and worksheets",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Free tier + paid plans (price not published)",
        "summary": "Almanack offers a permanent free plan, while Pro pricing is present in structured data but not visibly rendered and team plans require contacting sales."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    }
  ],
  "platforms_also_here": [],
  "page_url": "https://agentery.com/market/tutoring-subject-specific",
  "summary": {
    "niche": "tutoring-subject-specific",
    "sector": "education",
    "pricing_by_provider_type": {
      "headline": "Prices differ by provider type and buyer tier — no blended headline is used. Strongest cohort: Agents · Pro median $15/mo (7 providers). See benchmarks_by_provider_type_and_tier for the full matrix.",
      "benchmarks": [
        {
          "provider_type": "agent",
          "provider_type_label": "Agents",
          "buyer_tier": "pro",
          "buyer_tier_label": "Pro",
          "pricing_unit": "flat",
          "pricing_unit_label": "flat monthly",
          "comparable_provider_count": 7,
          "reliability": "medium",
          "median": 15,
          "p25": 10,
          "p75": 19,
          "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": 5,
          "reliability": "medium",
          "median": 15.71,
          "p25": 14.99,
          "p75": 16.99,
          "status": "ok"
        },
        {
          "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": [
            8.33,
            18.74
          ]
        },
        {
          "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": [
            5.99,
            10
          ]
        },
        {
          "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": [
            25,
            99
          ]
        }
      ],
      "warnings": [],
      "full_pricing_via": {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "tutoring-subject-specific"
        },
        "note": "add provider_type + buyer_tier for a specific cohort"
      }
    },
    "page_url": "https://agentery.com/market/tutoring-subject-specific",
    "counts": {
      "listings_with_price_capture": 48,
      "listings_with_observed_public_price": 21,
      "providers_with_numeric_monthly_price_latest_scan": 14,
      "like_for_like_comparable_pairs": 14
    },
    "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": 9.16,
        "provider_count": 4,
        "plan_observation_count": 5,
        "data_confidence": 0.32,
        "data_confidence_basis": {
          "provider_component": 0.33,
          "observation_component": 0.25,
          "provider_count": 4,
          "plan_observation_count": 5
        },
        "reliability": "low",
        "members": [
          {
            "provider": "deckbase",
            "usd": 5.99
          },
          {
            "provider": "aceda",
            "usd": 8.33
          },
          {
            "provider": "cissp_study_group",
            "usd": 10
          },
          {
            "provider": "knowt",
            "usd": 18.74
          }
        ]
      },
      {
        "tier": "pro",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 15.36,
        "provider_count": 12,
        "plan_observation_count": 15,
        "data_confidence": 0.95,
        "data_confidence_basis": {
          "provider_component": 1,
          "observation_component": 0.75,
          "provider_count": 12,
          "plan_observation_count": 15
        },
        "reliability": "high",
        "members": [
          {
            "provider": "aceda",
            "usd": 9.99
          },
          {
            "provider": "yippity",
            "usd": 9.99
          },
          {
            "provider": "colleague_ai",
            "usd": 10
          },
          {
            "provider": "deckbase",
            "usd": 11.99
          },
          {
            "provider": "getmycert_questions",
            "usd": 14.99
          },
          {
            "provider": "teachquill",
            "usd": 15
          },
          {
            "provider": "aba_sensei",
            "usd": 15.71
          },
          {
            "provider": "secdim",
            "usd": 16.99
          },
          {
            "provider": "agentso_art_instructor",
            "usd": 19
          },
          {
            "provider": "tutorflow",
            "usd": 19
          },
          {
            "provider": "quizlar",
            "usd": 19.99
          },
          {
            "provider": "tars_ai_tutor",
            "usd": 499
          }
        ],
        "p25": 11.49,
        "p75": 19
      },
      {
        "tier": "team_sme",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 99,
        "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": "quizlar",
            "usd": 25
          },
          {
            "provider": "aba_sensei",
            "usd": 99
          },
          {
            "provider": "tutorflow",
            "usd": 115
          }
        ]
      }
    ],
    "pricing_coverage": {
      "listings_with_price_capture": 48,
      "listings_with_observed_public_price": 21,
      "normalized_observations": 24,
      "comparable_providers": 14,
      "strict_cohorts": 3,
      "exclusion_reasons": {
        "ambiguous_cadence": 5,
        "free_or_zero": 3,
        "usage_not_monthly": 3
      }
    },
    "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": 5,
      "free_or_zero": 3,
      "usage_not_monthly": 3
    },
    "billing_mix": {
      "freemium": 15,
      "free": 5,
      "usage": 1
    },
    "free_tier_share": 0.95,
    "top_providers": [
      {
        "agent_id": "aba_sensei",
        "name": "ABA Sensei",
        "price": {
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 12.42,
          "monthly_usd": 12.42,
          "headline": "Free tier, then from $12.42/mo",
          "summary": "Free tier, then from $12.42/mo. ABA Sensei offers a free plan, Pro access at $19/month or $149/year, and a Team plan at $99/month."
        },
        "observed": true
      },
      {
        "agent_id": "deckbase",
        "name": "deckbase",
        "price": {
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 5.99,
          "monthly_usd": 5.99,
          "headline": "Free tier, then from $5.99/mo",
          "summary": "Free tier, then from $5.99/mo. Deckbase offers a free plan plus Basic at $5.99 per month and Pro at $11.99 per month, with AI generation limits increasing by tier."
        },
        "observed": true
      },
      {
        "agent_id": "getmycert_questions",
        "name": "GetMyCert Questions",
        "price": {
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 14.99,
          "monthly_usd": 14.99,
          "headline": "Free tier, then from $14.99/mo",
          "summary": "Free tier, then from $14.99/mo. GetMyCert offers a free tier with limited questions and a Pro subscription at $14.99 per month or $149.99 per year."
        },
        "observed": true
      },
      {
        "agent_id": "github_harvardlillawskillshub_",
        "name": "Github Harvardlillawskillshub",
        "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."
        },
        "observed": false
      },
      {
        "agent_id": "github_hkudsdeeptutor_quotdeep",
        "name": "Github Hkudsdeeptutor Quotdeep",
        "price": {
          "observed": false,
          "billing": "not_found",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "No public price found",
          "summary": "No reliable public pricing for DeepTutor is shown in the supplied context."
        },
        "observed": false
      }
    ],
    "suggested_next_calls": [
      {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "tutoring-subject-specific"
        },
        "purpose": "full observed price distribution + per-tier medians for this niche"
      },
      {
        "tool": "niche_report",
        "arguments": {
          "niche": "tutoring-subject-specific",
          "response_mode": "full"
        },
        "purpose": "the complete report incl. index series and tier decomposition"
      },
      {
        "tool": "suggest_alternatives",
        "arguments": {
          "agent_id": "aba_sensei"
        },
        "purpose": "comparable (optionally cheaper) providers to a named agent"
      },
      {
        "tool": "get_agent_profile",
        "arguments": {
          "agent_id": "aba_sensei"
        },
        "purpose": "full profile, integrations and pricing for one provider"
      }
    ]
  }
}