Tutor Copilot

{
  "agent_id": "tutor_copilot",
  "name": "Tutor Copilot",
  "url": "https://nssa.stanford.edu/studies/tutor-copilot-human-ai-approach-scaling-real-time-expertise",
  "logo": "https://agentery.com/logos/CP-5J2NNX.bin",
  "niche": "tutoring-subject-specific",
  "category": "education",
  "short_summary": "Provides real-time guidance to human tutors during chat-based tutoring sessions, suggesting expert-like instructional moves to improve student math mastery",
  "task_performed": "Provides real-time guidance to human tutors during chat-based tutoring sessions, suggesting expert-like instructional moves to improve student math mastery",
  "inputs_accepted": [
    "Live tutoring session chat messages between tutors and students"
  ],
  "outputs_produced": [
    "Three suggested tutor responses/prompts that tutors can choose from",
    "edit",
    "or regenerate"
  ],
  "integrations_available": [],
  "protocols_or_interfaces": [],
  "industry_fit": [
    "education (K-12 math tutoring)"
  ],
  "autonomy_level": "assistant",
  "human_approval_needed": "always required",
  "pricing_model": "unclear",
  "price": {
    "observed": true,
    "billing": "usage",
    "source_kind": "vendor",
    "currency": "USD",
    "lowest_monthly_usd": null,
    "monthly_usd": null,
    "headline": "$20 per tutor (usage-based)",
    "commercial": {
      "rates": [
        {
          "line": "Tutor CoPilot",
          "per": "per tutor",
          "text": "$20 per tutor"
        }
      ],
      "currency": "USD",
      "lines": [
        {
          "name": "Tutor CoPilot",
          "price": "about $20/tutor/year",
          "kind": "usage_rate",
          "unit": "tutor",
          "billed": "usage"
        }
      ]
    },
    "summary": "$20 per tutor (usage-based). Tutor CoPilot is described as costing about $20 per tutor per year.",
    "confidence": "medium",
    "source_url": "https://nssa.stanford.edu/studies/tutor-copilot-human-ai-approach-scaling-real-time-expertise",
    "checked_at": "2026-10-29T03:22:52.457Z",
    "amount": null,
    "display": null,
    "plans": [
      {
        "name": "Tutor CoPilot",
        "price": "about $20/tutor/year",
        "usage": true,
        "period": "usage",
        "persona": "individual",
        "highlights": [
          "AI assistance for tutors",
          "Pricing stated per tutor per year"
        ]
      }
    ],
    "source": "render+llm"
  },
  "trust_or_rating_signal": [
    "Randomized controlled trial with 700+ tutors and 1,000 students",
    "Stanford National Student Support Accelerator research study",
    "Published study (Wang et al., 2025)",
    "Media mentions (FutureEd, AI CERTs, The 74)",
    "Analysis of 350,000+ messages"
  ],
  "evidence_quality": "medium",
  "entity_type": "tool",
  "regulated_data_suitability": "unclear",
  "evidence_urls": [
    "https://nssa.stanford.edu/studies/tutor-copilot-human-ai-approach-scaling-real-time-expertise"
  ],
  "last_checked": "2026-10-29",
  "profile_checked": "2026-06-16",
  "price_checked": "2026-10-29",
  "how_to_connect": {
    "website": "https://nssa.stanford.edu/studies/tutor-copilot-human-ai-approach-scaling-real-time-expertise",
    "docs": null,
    "mcp": null,
    "a2a": null,
    "api": null,
    "protocols": [],
    "install": null,
    "repository": null
  },
  "deployment": {
    "model": "unknown",
    "both_offered": false,
    "hosted_endpoint": null,
    "install": null,
    "note": "No deployment evidence held — Agentery has no endpoint, install instruction or directory attribute for this listing.",
    "evidence": null
  },
  "licence": {
    "name": null,
    "note": "No named licence found in the retained page text or source attributes. A public repository alone does not establish an open-source licence.",
    "evidence": null
  },
  "evidence_checks": {
    "price": {
      "source_url": "https://nssa.stanford.edu/studies/tutor-copilot-human-ai-approach-scaling-real-time-expertise",
      "last_observed_day": "2026-10-29",
      "age_days": 0,
      "verified_day": null,
      "note": "from the listing's current price record; no separate page-text verification is held"
    },
    "agent_card": {
      "status": "unknown",
      "note": "no Agent Card URL recorded for this listing"
    },
    "endpoint": {
      "status": "unknown",
      "note": "endpoint not yet checked"
    }
  },
  "product_group": {
    "group_id": 31,
    "group": "Education and tutoring tools",
    "change_90d_pct": 1.14,
    "fair_price_by_tier_monthly_usd": {
      "individual": 10,
      "pro": 19.49,
      "team / small business": 136.25,
      "enterprise": null
    },
    "note": "Change of the group's price index over the last 90 days. Call get_group_fair_price with group_id for tier and payment-model detail.",
    "page": "https://agentery.com/aepi/groups/31"
  },
  "liveness": {
    "probed": true,
    "alive": true,
    "endpoint_kind": "site",
    "latency_ms": 1116,
    "uptime_7d": 1,
    "checked_at": "2026-10-29T02:46:34.865Z",
    "consecutive_failures": 0,
    "status": "alive"
  },
  "price_extras": {
    "free_tier": null,
    "unit_cost": null
  },
  "reported_success": null,
  "feedback": "If you actually use this provider, call report_outcome with the result. Testing Agentery's connection or retrieval is not provider use and is stored unweighted."
}