{
  "schema_version": 1,
  "contract_version": "newruntime-page-readership-v1",
  "type": "page_machine_readership",
  "canonical_path": "/posts/cognition-groups-models-by-cost-and-capability-on-6ee91e/",
  "canonical_url": "https://newruntime.com/posts/cognition-groups-models-by-cost-and-capability-on-6ee91e/",
  "generated_at": "2026-10-29T00:30:48.483Z",
  "refresh_hint": "30m",
  "schema_url": "https://newruntime.com/page-readership-schema.json",
  "methodology_url": "https://newruntime.com/machine-consumption/",
  "privacy": {
    "ip_addresses": "not_output",
    "visitor_ids": "not_output",
    "query_strings": "not_output",
    "raw_user_agents": "not_output",
    "raw_log_lines": "not_output",
    "session_identifiers": "not_output",
    "human_identity": "not_collected_for_this_contract"
  },
  "summary": {
    "requests_last_24h": 8,
    "requests_observed": 13,
    "named_automations_observed": 8,
    "verified_automations_observed": 3
  },
  "windows": {
    "last_24h": {
      "first_seen": "2026-10-28T00:30:45.086Z",
      "last_seen": "2026-10-29T00:30:01.184Z",
      "requests": 8,
      "formats": [
        {
          "format": "html",
          "count": 6
        },
        {
          "format": "json",
          "count": 1
        },
        {
          "format": "markdown",
          "count": 1
        }
      ],
      "agents": [
        {
          "family": "AhrefsBot",
          "count": 3,
          "category": "other_bot",
          "first_seen": "2026-10-28T06:00:50.388Z",
          "last_seen": "2026-10-28T22:54:33.288Z",
          "identity_status": "not_verifiable"
        },
        {
          "family": "ChatGPT-User",
          "count": 1,
          "category": "ai_user_agent",
          "first_seen": "2026-10-28T07:07:22.505Z",
          "last_seen": "2026-10-28T07:07:22.505Z",
          "identity_status": "verified"
        },
        {
          "family": "ClaudeBot",
          "count": 1,
          "category": "ai_crawler",
          "first_seen": "2026-10-28T23:25:58.777Z",
          "last_seen": "2026-10-28T23:25:58.777Z",
          "identity_status": "not_verifiable"
        },
        {
          "family": "Mozilla/5.0 (compatible; DataForSeoBot/1.0; +public-url-redacted",
          "count": 1,
          "category": "other_bot",
          "first_seen": "2026-10-28T03:26:04.904Z",
          "last_seen": "2026-10-28T03:26:04.904Z",
          "identity_status": "not_verifiable"
        },
        {
          "family": "PerplexityBot",
          "count": 1,
          "category": "ai_crawler",
          "first_seen": "2026-10-28T02:07:45.402Z",
          "last_seen": "2026-10-28T02:07:45.402Z",
          "identity_status": "verified"
        },
        {
          "family": "SemrushBot",
          "count": 1,
          "category": "other_bot",
          "first_seen": "2026-10-28T18:28:45.507Z",
          "last_seen": "2026-10-28T18:28:45.507Z",
          "identity_status": "not_verifiable"
        }
      ]
    },
    "observed": {
      "first_seen": "2026-10-27T09:37:03.288Z",
      "last_seen": "2026-10-29T00:30:01.184Z",
      "requests": 13,
      "formats": [
        {
          "format": "html",
          "count": 8
        },
        {
          "format": "json",
          "count": 3
        },
        {
          "format": "markdown",
          "count": 2
        }
      ],
      "agents": [
        {
          "family": "AhrefsBot",
          "count": 4,
          "category": "other_bot",
          "first_seen": "2026-10-27T22:49:08.567Z",
          "last_seen": "2026-10-28T22:54:33.288Z",
          "identity_status": "not_verifiable"
        },
        {
          "family": "OpenAI SearchBot",
          "count": 3,
          "category": "ai_crawler",
          "first_seen": "2026-10-27T21:06:29.596Z",
          "last_seen": "2026-10-28T00:11:24.367Z",
          "identity_status": "verified"
        },
        {
          "family": "ChatGPT-User",
          "count": 1,
          "category": "ai_user_agent",
          "first_seen": "2026-10-28T07:07:22.505Z",
          "last_seen": "2026-10-28T07:07:22.505Z",
          "identity_status": "verified"
        },
        {
          "family": "ClaudeBot",
          "count": 1,
          "category": "ai_crawler",
          "first_seen": "2026-10-28T23:25:58.777Z",
          "last_seen": "2026-10-28T23:25:58.777Z",
          "identity_status": "not_verifiable"
        },
        {
          "family": "Mozilla/5.0 (compatible; DataForSeoBot/1.0; +public-url-redacted",
          "count": 1,
          "category": "other_bot",
          "first_seen": "2026-10-28T03:26:04.904Z",
          "last_seen": "2026-10-28T03:26:04.904Z",
          "identity_status": "not_verifiable"
        },
        {
          "family": "Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/149.0.0.0 Safa … (compatible; AionBot/1.0)",
          "count": 1,
          "category": "other_bot",
          "first_seen": "2026-10-27T21:14:01.367Z",
          "last_seen": "2026-10-27T21:14:01.367Z",
          "identity_status": "not_verifiable"
        },
        {
          "family": "PerplexityBot",
          "count": 1,
          "category": "ai_crawler",
          "first_seen": "2026-10-28T02:07:45.402Z",
          "last_seen": "2026-10-28T02:07:45.402Z",
          "identity_status": "verified"
        },
        {
          "family": "SemrushBot",
          "count": 1,
          "category": "other_bot",
          "first_seen": "2026-10-28T18:28:45.507Z",
          "last_seen": "2026-10-28T18:28:45.507Z",
          "identity_status": "not_verifiable"
        }
      ]
    }
  },
  "interpretation": {
    "unit": "Successful requests from named automation, not unique people.",
    "identity": "Identity status is the strongest observed family-level evidence in the identity aggregate, not verification of every page request.",
    "causality": "A request does not prove indexing, citation, model training, understanding, or referral.",
    "representations": "HTML, JSON, and Markdown twins are grouped under the canonical page."
  }
}