{
 "dataset_version_id": "2026.11.09-r1",
 "data_through": "2026-11-08",
 "first_date": "2026-10-17",
 "publisher": "Measured Lab",
 "method": {
  "request": "The same short English prompt of about 380 tokens asks for a JSON object with three keys; the answer is capped at a few dozen tokens (models that must reason get room for it).",
  "time_to_first_answer_token_ms": "From sending the request to the first token of the answer text, in milliseconds.",
  "output_tokens_per_second": "Visible answer tokens after the first one, divided by the time from the first answer token to the end of the stream.",
  "cost_usd_per_request": "Token counts reported by the API for this request, priced at the published price per 1M tokens (Calculated).",
  "reasoning_tokens": "Reasoning tokens reported by the API; they are billed as output. If the API reports only a total, the reasoning count is null and marked as not reported.",
  "extra_input_tokens": "Median billed input minus the typical billed input for the same prompt across all routes; shown only when billed input is at least 1.5 times the typical count.",
  "publication_rule": "Numbers appear once a route has successful answers on at least two dates; before that the status is collecting and the numbers are null. The slow tail (p90 time, p10 speed) needs 20 answers; the success share needs 5 requests, and 5 to 9 requests are marked as a small sample.",
  "availability": "Rate limits (HTTP 429), timeouts, empty answers and server or network errors count against the success share; requests rejected for account or parameter reasons on our side do not.",
  "media_routes": "Image, video and speech models: the time to result runs from sending the request to the ready result; the unit price is the price of one image, one second of video or one minute of audio for that request (Calculated from the published price unless the API returned the cost)."
 },
 "reference_input_tokens": 375,
 "countries": {
  "us": {
   "name": "United States",
   "test_requests": "running"
  },
  "gb": {
   "name": "United Kingdom",
   "test_requests": "running"
  },
  "de": {
   "name": "Germany",
   "test_requests": "running"
  },
  "ca": {
   "name": "Canada",
   "test_requests": "running"
  },
  "au": {
   "name": "Australia",
   "test_requests": "running"
  }
 },
 "routes": [
  {
   "model_id": "anthropic-claude-haiku-5.5",
   "country": "au",
   "country_name": "Australia",
   "channel": "direct",
   "route": "Direct API · Anthropic",
   "host": "Anthropic",
   "upstream_providers": [],
   "reasoning_setting": "off",
   "status": "published",
   "successful_requests": 105,
   "dates_with_success": 21,
   "first_date": "2026-10-19",
   "last_date": "2026-11-08",
   "availability": {
    "requests": 105,
    "successful": 105,
    "rate_limited": 0,
    "timeouts": 0,
    "no_answer_text": 0,
    "server_or_network_errors": 0,
    "rejected_requests_not_in_share": 0,
    "success_share": 1.0,
    "small_sample": false
   },
   "reasoning_reported": "reported",
   "reasoning_visibility": "none",
   "time_to_first_answer_token_ms": {
    "median": 763.0,
    "min": 583.0,
    "max": 3144.0,
    "n": 105,
    "p90": 1147.0
   },
   "output_tokens_per_second": {
    "median": 227.1,
    "min": 119.5,
    "max": 387.2,
    "n": 105,
    "p10": 164.0
   },
   "cost_usd_per_request": {
    "median": 8.1e-05,
    "min": 8.1e-05,
    "max": 8.1e-05,
    "n": 105
   },
   "billed_cost_usd_per_request": null,
   "reasoning_tokens": {
    "median": 0.0,
    "min": 0.0,
    "max": 0.0,
    "n": 105
   },
   "visible_output_tokens": {
    "median": 64.0,
    "min": 64.0,
    "max": 64.0,
    "n": 105
   },
   "billed_input_tokens": {
    "median": 488.0,
    "min": 486.0,
    "max": 491.0,
    "n": 105
   },
   "extra_input_tokens": 0
  },
  {
   "model_id": "anthropic-claude-haiku-5.5",
   "country": "ca",
   "country_name": "Canada",
   "channel": "direct",
   "route": "Direct API · Anthropic",
   "host": "Anthropic",
   "upstream_providers": [],
   "reasoning_setting": "off",
   "status": "published",
   "successful_requests": 105,
   "dates_with_success": 21,
   "first_date": "2026-10-19",
   "last_date": "2026-11-08",
   "availability": {
    "requests": 105,
    "successful": 105,
    "rate_limited": 0,
    "timeouts": 0,
    "no_answer_text": 0,
    "server_or_network_errors": 0,
    "rejected_requests_not_in_share": 0,
    "success_share": 1.0,
    "small_sample": false
   },
   "reasoning_reported": "reported",
   "reasoning_visibility": "none",
   "time_to_first_answer_token_ms": {
    "median": 562.0,
    "min": 325.0,
    "max": 1748.0,
    "n": 105,
    "p90": 1017.0
   },
   "output_tokens_per_second": {
    "median": 230.7,
    "min": 100.6,
    "max": 413.7,
    "n": 105,
    "p10": 168.1
   },
   "cost_usd_per_request": {
    "median": 8.1e-05,
    "min": 8.1e-05,
    "max": 8.1e-05,
    "n": 105
   },
   "billed_cost_usd_per_request": null,
   "reasoning_tokens": {
    "median": 0.0,
    "min": 0.0,
    "max": 0.0,
    "n": 105
   },
   "visible_output_tokens": {
    "median": 64.0,
    "min": 64.0,
    "max": 64.0,
    "n": 105
   },
   "billed_input_tokens": {
    "median": 488.0,
    "min": 486.0,
    "max": 491.0,
    "n": 105
   },
   "extra_input_tokens": 0
  },
  {
   "model_id": "anthropic-claude-haiku-5.5",
   "country": "de",
   "country_name": "Germany",
   "channel": "direct",
   "route": "Direct API · Anthropic",
   "host": "Anthropic",
   "upstream_providers": [],
   "reasoning_setting": "off",
   "status": "published",
   "successful_requests": 105,
   "dates_with_success": 21,
   "first_date": "2026-10-19",
   "last_date": "2026-11-08",
   "availability": {
    "requests": 105,
    "successful": 105,
    "rate_limited": 0,
    "timeouts": 0,
    "no_answer_text": 0,
    "server_or_network_errors": 0,
    "rejected_requests_not_in_share": 0,
    "success_share": 1.0,
    "small_sample": false
   },
   "reasoning_reported": "reported",
   "reasoning_visibility": "none",
   "time_to_first_answer_token_ms": {
    "median": 653.0,
    "min": 495.0,
    "max": 3425.0,
    "n": 105,
    "p90": 1049.0
   },
   "output_tokens_per_second": {
    "median": 215.4,
    "min": 130.0,
    "max": 414.2,
    "n": 105,
    "p10": 165.3
   },
   "cost_usd_per_request": {
    "median": 8.1e-05,
    "min": 8.1e-05,
    "max": 8.1e-05,
    "n": 105
   },
   "billed_cost_usd_per_request": null,
   "reasoning_tokens": {
    "median": 0.0,
    "min": 0.0,
    "max": 0.0,
    "n": 105
   },
   "visible_output_tokens": {
    "median": 64.0,
    "min": 64.0,
    "max": 64.0,
    "n": 105
   },
   "billed_input_tokens": {
    "median": 489.0,
    "min": 486.0,
    "max": 491.0,
    "n": 105
   },
   "extra_input_tokens": 0
  },
  {
   "model_id": "anthropic-claude-haiku-5.5",
   "country": "gb",
   "country_name": "United Kingdom",
   "channel": "direct",
   "route": "Direct API · Anthropic",
   "host": "Anthropic",
   "upstream_providers": [],
   "reasoning_setting": "off",
   "status": "published",
   "successful_requests": 105,
   "dates_with_success": 21,
   "first_date": "2026-10-19",
   "last_date": "2026-11-08",
   "availability": {
    "requests": 105,
    "successful": 105,
    "rate_limited": 0,
    "timeouts": 0,
    "no_answer_text": 0,
    "server_or_network_errors": 0,
    "rejected_requests_not_in_share": 0,
    "success_share": 1.0,
    "small_sample": false
   },
   "reasoning_reported": "reported",
   "reasoning_visibility": "none",
   "time_to_first_answer_token_ms": {
    "median": 671.0,
    "min": 460.0,
    "max": 7007.0,
    "n": 105,
    "p90": 1260.0
   },
   "output_tokens_per_second": {
    "median": 242.8,
    "min": 56.8,
    "max": 399.7,
    "n": 105,
    "p10": 170.5
   },
   "cost_usd_per_request": {
    "median": 8.1e-05,
    "min": 8.1e-05,
    "max": 8.1e-05,
    "n": 105
   },
   "billed_cost_usd_per_request": null,
   "reasoning_tokens": {
    "median": 0.0,
    "min": 0.0,
    "max": 0.0,
    "n": 105
   },
   "visible_output_tokens": {
    "median": 64.0,
    "min": 64.0,
    "max": 64.0,
    "n": 105
   },
   "billed_input_tokens": {
    "median": 489.0,
    "min": 486.0,
    "max": 491.0,
    "n": 105
   },
   "extra_input_tokens": 0
  },
  {
   "model_id": "anthropic-claude-haiku-5.5",
   "country": "us",
   "country_name": "United States",
   "channel": "direct",
   "route": "Direct API · Anthropic",
   "host": "Anthropic",
   "upstream_providers": [],
   "reasoning_setting": "off",
   "status": "published",
   "successful_requests": 115,
   "dates_with_success": 23,
   "first_date": "2026-10-17",
   "last_date": "2026-11-08",
   "availability": {
    "requests": 115,
    "successful": 115,
    "rate_limited": 0,
    "timeouts": 0,
    "no_answer_text": 0,
    "server_or_network_errors": 0,
    "rejected_requests_not_in_share": 0,
    "success_share": 1.0,
    "small_sample": false
   },
   "reasoning_reported": "reported",
   "reasoning_visibility": "none",
   "time_to_first_answer_token_ms": {
    "median": 528.0,
    "min": 290.0,
    "max": 7547.0,
    "n": 115,
    "p90": 1137.0
   },
   "output_tokens_per_second": {
    "median": 220.7,
    "min": 87.6,
    "max": 430.3,
    "n": 115,
    "p10": 155.4
   },
   "cost_usd_per_request": {
    "median": 8.1e-05,
    "min": 8.1e-05,
    "max": 8.1e-05,
    "n": 115
   },
   "billed_cost_usd_per_request": null,
   "reasoning_tokens": {
    "median": 0.0,
    "min": 0.0,
    "max": 0.0,
    "n": 115
   },
   "visible_output_tokens": {
    "median": 64.0,
    "min": 64.0,
    "max": 64.0,
    "n": 115
   },
   "billed_input_tokens": {
    "median": 488.0,
    "min": 486.0,
    "max": 491.0,
    "n": 115
   },
   "extra_input_tokens": 0
  },
  {
   "model_id": "anthropic-claude-opus-5.5",
   "country": "au",
   "country_name": "Australia",
   "channel": "direct",
   "route": "Direct API · Anthropic",
   "host": "Anthropic",
   "upstream_providers": [],
   "reasoning_setting": "low",
   "status": "published",
   "successful_requests": 105,
   "dates_with_success": 21,
   "first_date": "2026-10-19",
   "last_date": "2026-11-08",
   "availability": {
    "requests": 105,
    "successful": 105,
    "rate_limited": 0,
    "timeouts": 0,
    "no_answer_text": 0,
    "server_or_network_errors": 0,
    "rejected_requests_not_in_share": 0,
    "success_share": 1.0,
    "small_sample": false
   },
   "reasoning_reported": "reported",
   "reasoning_visibility": "raw",
   "time_to_first_answer_token_ms": {
    "median": 3324.0,
    "min": 733.0,
    "max": 6281.0,
    "n": 105,
    "p90": 3965.0
   },
   "output_tokens_per_second": {
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    "min": 104.3,
    "max": 199.7,
    "n": 105,
    "p10": 135.8
   },
   "cost_usd_per_request": {
    "median": 0.010524,
    "min": 0.00408,
    "max": 0.012572,
    "n": 105
   },
   "billed_cost_usd_per_request": null,
   "reasoning_tokens": {
    "median": 317.0,
    "min": 0.0,
    "max": 415.0,
    "n": 105
   },
   "visible_output_tokens": {
    "median": 111.0,
    "min": 103.0,
    "max": 442.0,
    "n": 105
   },
   "billed_input_tokens": {
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    "min": 488.0,
    "max": 493.0,
    "n": 105
   },
   "extra_input_tokens": 0
  },
  {
   "model_id": "anthropic-claude-opus-5.5",
   "country": "ca",
   "country_name": "Canada",
   "channel": "direct",
   "route": "Direct API · Anthropic",
   "host": "Anthropic",
   "upstream_providers": [],
   "reasoning_setting": "low",
   "status": "published",
   "successful_requests": 105,
   "dates_with_success": 21,
   "first_date": "2026-10-19",
   "last_date": "2026-11-08",
   "availability": {
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    "successful": 105,
    "rate_limited": 0,
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    "no_answer_text": 0,
    "server_or_network_errors": 0,
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    "success_share": 1.0,
    "small_sample": false
   },
   "reasoning_reported": "reported",
   "reasoning_visibility": "raw",
   "time_to_first_answer_token_ms": {
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    "min": 551.0,
    "max": 7294.0,
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    "p90": 3805.0
   },
   "output_tokens_per_second": {
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    "min": 96.3,
    "max": 608.4,
    "n": 103,
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   },
   "cost_usd_per_request": {
    "median": 0.010524,
    "min": 0.00408,
    "max": 0.01152,
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   },
   "billed_cost_usd_per_request": null,
   "reasoning_tokens": {
    "median": 317.0,
    "min": 0.0,
    "max": 362.0,
    "n": 105
   },
   "visible_output_tokens": {
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   },
   "billed_input_tokens": {
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    "min": 488.0,
    "max": 493.0,
    "n": 105
   },
   "extra_input_tokens": 0
  },
  {
   "model_id": "anthropic-claude-opus-5.5",
   "country": "de",
   "country_name": "Germany",
   "channel": "direct",
   "route": "Direct API · Anthropic",
   "host": "Anthropic",
   "upstream_providers": [],
   "reasoning_setting": "low",
   "status": "published",
   "successful_requests": 105,
   "dates_with_success": 21,
   "first_date": "2026-10-19",
   "last_date": "2026-11-08",
   "availability": {
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    "successful": 105,
    "rate_limited": 0,
    "timeouts": 0,
    "no_answer_text": 0,
    "server_or_network_errors": 0,
    "rejected_requests_not_in_share": 0,
    "success_share": 1.0,
    "small_sample": false
   },
   "reasoning_reported": "reported",
   "reasoning_visibility": "raw",
   "time_to_first_answer_token_ms": {
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    "min": 707.0,
    "max": 4578.0,
    "n": 105,
    "p90": 3729.0
   },
   "output_tokens_per_second": {
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    "min": 95.6,
    "max": 308.4,
    "n": 105,
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   },
   "cost_usd_per_request": {
    "median": 0.01052,
    "min": 0.004104,
    "max": 0.011888,
    "n": 105
   },
   "billed_cost_usd_per_request": null,
   "reasoning_tokens": {
    "median": 317.0,
    "min": 0.0,
    "max": 377.0,
    "n": 105
   },
   "visible_output_tokens": {
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    "min": 104.0,
    "max": 425.0,
    "n": 105
   },
   "billed_input_tokens": {
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    "min": 488.0,
    "max": 493.0,
    "n": 105
   },
   "extra_input_tokens": 0
  },
  {
   "model_id": "anthropic-claude-opus-5.5",
   "country": "gb",
   "country_name": "United Kingdom",
   "channel": "direct",
   "route": "Direct API · Anthropic",
   "host": "Anthropic",
   "upstream_providers": [],
   "reasoning_setting": "low",
   "status": "published",
   "successful_requests": 105,
   "dates_with_success": 21,
   "first_date": "2026-10-19",
   "last_date": "2026-11-08",
   "availability": {
    "requests": 105,
    "successful": 105,
    "rate_limited": 0,
    "timeouts": 0,
    "no_answer_text": 0,
    "server_or_network_errors": 0,
    "rejected_requests_not_in_share": 0,
    "success_share": 1.0,
    "small_sample": false
   },
   "reasoning_reported": "reported",
   "reasoning_visibility": "raw",
   "time_to_first_answer_token_ms": {
    "median": 3247.0,
    "min": 808.0,
    "max": 6792.0,
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   },
   "output_tokens_per_second": {
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    "min": 107.8,
    "max": 194.1,
    "n": 105,
    "p10": 142.1
   },
   "cost_usd_per_request": {
    "median": 0.01052,
    "min": 0.004,
    "max": 0.011796,
    "n": 105
   },
   "billed_cost_usd_per_request": null,
   "reasoning_tokens": {
    "median": 317.0,
    "min": 0.0,
    "max": 363.0,
    "n": 105
   },
   "visible_output_tokens": {
    "median": 111.0,
    "min": 102.0,
    "max": 438.0,
    "n": 105
   },
   "billed_input_tokens": {
    "median": 490.0,
    "min": 488.0,
    "max": 493.0,
    "n": 105
   },
   "extra_input_tokens": 0
  },
  {
   "model_id": "anthropic-claude-opus-5.5",
   "country": "us",
   "country_name": "United States",
   "channel": "direct",
   "route": "Direct API · Anthropic",
   "host": "Anthropic",
   "upstream_providers": [],
   "reasoning_setting": "low",
   "status": "published",
   "successful_requests": 115,
   "dates_with_success": 23,
   "first_date": "2026-10-17",
   "last_date": "2026-11-08",
   "availability": {
    "requests": 115,
    "successful": 115,
    "rate_limited": 0,
    "timeouts": 0,
    "no_answer_text": 0,
    "server_or_network_errors": 0,
    "rejected_requests_not_in_share": 0,
    "success_share": 1.0,
    "small_sample": false
   },
   "reasoning_reported": "reported",
   "reasoning_visibility": "raw",
   "time_to_first_answer_token_ms": {
    "median": 3129.0,
    "min": 689.0,
    "max": 4982.0,
    "n": 115,
    "p90": 3716.0
   },
   "output_tokens_per_second": {
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    "min": 100.8,
    "max": 229.3,
    "n": 115,
    "p10": 142.1
   },
   "cost_usd_per_request": {
    "median": 0.010524,
    "min": 0.004064,
    "max": 0.011804,
    "n": 115
   },
   "billed_cost_usd_per_request": null,
   "reasoning_tokens": {
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   },
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   },
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    "median": 491.0,
    "min": 488.0,
    "max": 493.0,
    "n": 115
   },
   "extra_input_tokens": 0
  },
  {
   "model_id": "anthropic-claude-sonnet-5.5",
   "country": "au",
   "country_name": "Australia",
   "channel": "direct",
   "route": "Direct API · Anthropic",
   "host": "Anthropic",
   "upstream_providers": [],
   "reasoning_setting": "off",
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   "successful_requests": 105,
   "dates_with_success": 21,
   "first_date": "2026-10-19",
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   "availability": {
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    "successful": 105,
    "rate_limited": 0,
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    "no_answer_text": 0,
    "server_or_network_errors": 0,
    "rejected_requests_not_in_share": 0,
    "success_share": 1.0,
    "small_sample": false
   },
   "reasoning_reported": "reported",
   "reasoning_visibility": "none",
   "time_to_first_answer_token_ms": {
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    "min": 605.0,
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   },
   "output_tokens_per_second": {
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    "min": 57.5,
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    "n": 105,
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   },
   "cost_usd_per_request": {
    "median": 0.001618,
    "min": 0.001612,
    "max": 0.001622,
    "n": 105
   },
   "billed_cost_usd_per_request": null,
   "reasoning_tokens": {
    "median": 0.0,
    "min": 0.0,
    "max": 0.0,
    "n": 105
   },
   "visible_output_tokens": {
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   "dates_with_success": 3,
   "first_date": "2026-10-19",
   "last_date": "2026-11-02",
   "availability": {
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    "rate_limited": 0,
    "timeouts": 0,
    "server_or_network_errors": 0,
    "rejected_requests_not_in_share": 0,
    "success_share": null,
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   },
   "time_to_result_ms": {
    "median": 15782.0,
    "min": 10447.0,
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   },
   "price_usd_per_unit": {
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  }
 ],
 "license": "CC BY 4.0",
 "license_url": "https://creativecommons.org/licenses/by/4.0/",
 "attribution": "Measured Lab",
 "how_to_credit": "Credit Measured Lab with a link to the page or file you used, and give the data version or date."
}