{
  "schemaVersion": "1.0",
  "name": "BenchLM citable statistics",
  "description": "Self-contained, dated statistics on AI models — pricing, releases, context windows, benchmarks, open source, and market share — regenerated from the live dataset on every update. Cite as BenchLM.ai with the anchor URL.",
  "canonicalUrl": "https://benchlm.ai/data/stats.json",
  "generatedAt": "2026-07-23T14:59:35.258Z",
  "sourceLastUpdated": "July 23, 2026",
  "sourceFiles": [
    "src/data/stats.generated.json",
    "scripts/lib/compute-stats.js"
  ],
  "counts": {
    "pages": 6,
    "statistics": 28
  },
  "items": [
    {
      "pageSlug": "llm-pricing",
      "pageUrl": "https://benchlm.ai/stats/llm-pricing",
      "markdownUrl": "https://benchlm.ai/md/stats/llm-pricing.md",
      "pageTitle": "LLM Pricing Statistics (2026)",
      "statId": "frontier-price-drop",
      "anchorUrl": "https://benchlm.ai/stats/llm-pricing#frontier-price-drop",
      "label": "Frontier price drop since March 2023",
      "value": "−88% (index: 12)",
      "sentence": "Frontier LLM token prices are 88% below their March 2023 level as of July 2026, per the BenchLM Token Price Index (12 on a base of 100)."
    },
    {
      "pageSlug": "llm-pricing",
      "pageUrl": "https://benchlm.ai/stats/llm-pricing",
      "markdownUrl": "https://benchlm.ai/md/stats/llm-pricing.md",
      "pageTitle": "LLM Pricing Statistics (2026)",
      "statId": "price-direction-yoy",
      "anchorUrl": "https://benchlm.ai/stats/llm-pricing#price-direction-yoy",
      "label": "Price direction, last 12 months (frontier vs mid-tier)",
      "value": "frontier +36.4%, mid-tier -35.8%",
      "sentence": "Over the 12 months to July 2026, the BenchLM Token Price Index shows frontier LLM token prices up 36.4% year-over-year, while mid-tier prices went down 35.8%."
    },
    {
      "pageSlug": "llm-pricing",
      "pageUrl": "https://benchlm.ai/stats/llm-pricing",
      "markdownUrl": "https://benchlm.ai/md/stats/llm-pricing.md",
      "pageTitle": "LLM Pricing Statistics (2026)",
      "statId": "tracked-pricing",
      "anchorUrl": "https://benchlm.ai/stats/llm-pricing#tracked-pricing",
      "label": "Models with tracked API pricing",
      "value": "129",
      "sentence": "As of July 23, 2026, BenchLM tracks live API pricing for 129 AI models."
    },
    {
      "pageSlug": "llm-pricing",
      "pageUrl": "https://benchlm.ai/stats/llm-pricing",
      "markdownUrl": "https://benchlm.ai/md/stats/llm-pricing.md",
      "pageTitle": "LLM Pricing Statistics (2026)",
      "statId": "median-price",
      "anchorUrl": "https://benchlm.ai/stats/llm-pricing#median-price",
      "label": "Median price per 1M tokens (input / output)",
      "value": "$1.00 / $4.00",
      "sentence": "As of July 23, 2026, the median LLM API price across 129 models tracked by BenchLM is $1.00 per 1M input tokens and $4.00 per 1M output tokens."
    },
    {
      "pageSlug": "llm-pricing",
      "pageUrl": "https://benchlm.ai/stats/llm-pricing",
      "markdownUrl": "https://benchlm.ai/md/stats/llm-pricing.md",
      "pageTitle": "LLM Pricing Statistics (2026)",
      "statId": "price-spread",
      "anchorUrl": "https://benchlm.ai/stats/llm-pricing#price-spread",
      "label": "Spread between cheapest and most expensive model",
      "value": "2625x",
      "sentence": "As of July 23, 2026, the most expensive LLM API tracked by BenchLM (o1-pro) costs roughly 2625x more per blended 1M tokens than the cheapest (Ministral 3 3B)."
    },
    {
      "pageSlug": "llm-pricing",
      "pageUrl": "https://benchlm.ai/stats/llm-pricing",
      "markdownUrl": "https://benchlm.ai/md/stats/llm-pricing.md",
      "pageTitle": "LLM Pricing Statistics (2026)",
      "statId": "cheapest-frontier",
      "anchorUrl": "https://benchlm.ai/stats/llm-pricing#cheapest-frontier",
      "label": "Cheapest frontier-tier model (top 10 overall)",
      "value": "Grok 4.5 ($2.00 in / $6.00 out)",
      "sentence": "As of July 23, 2026, the cheapest model in BenchLM's overall top 10 is Grok 4.5 at $2.00 per 1M input tokens and $6.00 per 1M output tokens."
    },
    {
      "pageSlug": "llm-pricing",
      "pageUrl": "https://benchlm.ai/stats/llm-pricing",
      "markdownUrl": "https://benchlm.ai/md/stats/llm-pricing.md",
      "pageTitle": "LLM Pricing Statistics (2026)",
      "statId": "open-vs-closed-price",
      "anchorUrl": "https://benchlm.ai/stats/llm-pricing#open-vs-closed-price",
      "label": "Open-weight median discount vs proprietary",
      "value": "83% cheaper",
      "sentence": "As of July 23, 2026, open-weight models on BenchLM have a median blended API price 83% lower than proprietary models ($0.50 vs $3.00 per 1M tokens at a 3:1 input:output ratio)."
    },
    {
      "pageSlug": "model-releases",
      "pageUrl": "https://benchlm.ai/stats/model-releases",
      "markdownUrl": "https://benchlm.ai/md/stats/model-releases.md",
      "pageTitle": "AI Model Release Statistics (2026)",
      "statId": "releases-12mo",
      "anchorUrl": "https://benchlm.ai/stats/model-releases#releases-12mo",
      "label": "Model releases tracked in the last 12 months",
      "value": "103",
      "sentence": "BenchLM tracked 103 AI model releases in the 12 months ending 2026-07-21 — a notable model release roughly every 4 days."
    },
    {
      "pageSlug": "model-releases",
      "pageUrl": "https://benchlm.ai/stats/model-releases",
      "markdownUrl": "https://benchlm.ai/md/stats/model-releases.md",
      "pageTitle": "AI Model Release Statistics (2026)",
      "statId": "open-release-share",
      "anchorUrl": "https://benchlm.ai/stats/model-releases#open-release-share",
      "label": "Open-weight share of releases (12 months)",
      "value": "46%",
      "sentence": "46% of the 101 classified AI model releases BenchLM tracked in the 12 months ending 2026-07-21 were open-weight models."
    },
    {
      "pageSlug": "model-releases",
      "pageUrl": "https://benchlm.ai/stats/model-releases",
      "markdownUrl": "https://benchlm.ai/md/stats/model-releases.md",
      "pageTitle": "AI Model Release Statistics (2026)",
      "statId": "busiest-month",
      "anchorUrl": "https://benchlm.ai/stats/model-releases#busiest-month",
      "label": "Busiest release month",
      "value": "April 2026 (20 releases)",
      "sentence": "April 2026 was the busiest month for AI model launches in the last year, with 20 releases tracked by BenchLM."
    },
    {
      "pageSlug": "model-releases",
      "pageUrl": "https://benchlm.ai/stats/model-releases",
      "markdownUrl": "https://benchlm.ai/md/stats/model-releases.md",
      "pageTitle": "AI Model Release Statistics (2026)",
      "statId": "most-active-lab",
      "anchorUrl": "https://benchlm.ai/stats/model-releases#most-active-lab",
      "label": "Most active lab (12 months)",
      "value": "OpenAI (13 releases)",
      "sentence": "OpenAI shipped the most tracked model releases in the 12 months ending 2026-07-21 (13), ahead of Google (9) per BenchLM release data."
    },
    {
      "pageSlug": "context-windows",
      "pageUrl": "https://benchlm.ai/stats/context-windows",
      "markdownUrl": "https://benchlm.ai/md/stats/context-windows.md",
      "pageTitle": "LLM Context Window Statistics (2026)",
      "statId": "max-context",
      "anchorUrl": "https://benchlm.ai/stats/context-windows#max-context",
      "label": "Largest context window tracked",
      "value": "10M (Llama 4 Scout)",
      "sentence": "As of July 23, 2026, the largest LLM context window tracked by BenchLM is 10M tokens, offered by Meta's Llama 4 Scout."
    },
    {
      "pageSlug": "context-windows",
      "pageUrl": "https://benchlm.ai/stats/context-windows",
      "markdownUrl": "https://benchlm.ai/md/stats/context-windows.md",
      "pageTitle": "LLM Context Window Statistics (2026)",
      "statId": "million-share",
      "anchorUrl": "https://benchlm.ai/stats/context-windows#million-share",
      "label": "Share of models with a 1M+ token context window",
      "value": "24% (70 of 289)",
      "sentence": "24% of the 289 AI models with published context windows tracked by BenchLM offer 1M tokens or more as of July 23, 2026."
    },
    {
      "pageSlug": "context-windows",
      "pageUrl": "https://benchlm.ai/stats/context-windows",
      "markdownUrl": "https://benchlm.ai/md/stats/context-windows.md",
      "pageTitle": "LLM Context Window Statistics (2026)",
      "statId": "median-context",
      "anchorUrl": "https://benchlm.ai/stats/context-windows#median-context",
      "label": "Median context window",
      "value": "256K",
      "sentence": "The median context window across all AI models tracked by BenchLM is 256K tokens as of July 23, 2026."
    },
    {
      "pageSlug": "context-windows",
      "pageUrl": "https://benchlm.ai/stats/context-windows",
      "markdownUrl": "https://benchlm.ai/md/stats/context-windows.md",
      "pageTitle": "LLM Context Window Statistics (2026)",
      "statId": "war-and-peace",
      "anchorUrl": "https://benchlm.ai/stats/context-windows#war-and-peace",
      "label": "What 1M tokens holds",
      "value": "War & Peace (~750K tokens) + a full novel",
      "sentence": "A 1M-token context window — offered by 70 models tracked by BenchLM as of July 23, 2026 — fits the full text of War & Peace (roughly 750,000 tokens) with room left for an average novel."
    },
    {
      "pageSlug": "benchmarks",
      "pageUrl": "https://benchlm.ai/stats/benchmarks",
      "markdownUrl": "https://benchlm.ai/md/stats/benchmarks.md",
      "pageTitle": "LLM Benchmark Statistics (2026)",
      "statId": "benchmarks-tracked",
      "anchorUrl": "https://benchlm.ai/stats/benchmarks#benchmarks-tracked",
      "label": "Benchmarks tracked",
      "value": "323 across 10 categories",
      "sentence": "As of July 23, 2026, BenchLM tracks 323 LLM benchmarks across 10 categories for 290 AI models."
    },
    {
      "pageSlug": "benchmarks",
      "pageUrl": "https://benchlm.ai/stats/benchmarks",
      "markdownUrl": "https://benchlm.ai/md/stats/benchmarks.md",
      "pageTitle": "LLM Benchmark Statistics (2026)",
      "statId": "saturation-rate",
      "anchorUrl": "https://benchlm.ai/stats/benchmarks#saturation-rate",
      "label": "Benchmark saturation rate (top score ≥ 90/100)",
      "value": "38% (67 of 178)",
      "sentence": "38% of the 178 percentage-scaled benchmarks with meaningful coverage on BenchLM are saturated — the top model already scores 90 or higher — as of July 23, 2026."
    },
    {
      "pageSlug": "benchmarks",
      "pageUrl": "https://benchlm.ai/stats/benchmarks",
      "markdownUrl": "https://benchlm.ai/md/stats/benchmarks.md",
      "pageTitle": "LLM Benchmark Statistics (2026)",
      "statId": "ranked-models",
      "anchorUrl": "https://benchlm.ai/stats/benchmarks#ranked-models",
      "label": "Models with a BenchAlign score",
      "value": "200 of 290",
      "sentence": "200 of the 290 AI models tracked by BenchLM (69%) receive a BenchAlign score as of July 23, 2026; lower-support positions are marked Estimated."
    },
    {
      "pageSlug": "open-source-llm",
      "pageUrl": "https://benchlm.ai/stats/open-source-llm",
      "markdownUrl": "https://benchlm.ai/md/stats/open-source-llm.md",
      "pageTitle": "Open Source LLM Statistics (2026)",
      "statId": "open-top50-share",
      "anchorUrl": "https://benchlm.ai/stats/open-source-llm#open-top50-share",
      "label": "Open-weight share of the overall top 50",
      "value": "22% (11 of 50)",
      "sentence": "As of July 23, 2026, 11 of the top 50 AI models on BenchLM (22%) are open-weight."
    },
    {
      "pageSlug": "open-source-llm",
      "pageUrl": "https://benchlm.ai/stats/open-source-llm",
      "markdownUrl": "https://benchlm.ai/md/stats/open-source-llm.md",
      "pageTitle": "Open Source LLM Statistics (2026)",
      "statId": "top-open-model",
      "anchorUrl": "https://benchlm.ai/stats/open-source-llm#top-open-model",
      "label": "Highest-ranked open-weight model",
      "value": "MiniMax M3 (#15 overall)",
      "sentence": "The highest-ranked open-weight model on BenchLM is MiniMax's MiniMax M3, at #15 overall as of July 23, 2026."
    },
    {
      "pageSlug": "open-source-llm",
      "pageUrl": "https://benchlm.ai/stats/open-source-llm",
      "markdownUrl": "https://benchlm.ai/md/stats/open-source-llm.md",
      "pageTitle": "Open Source LLM Statistics (2026)",
      "statId": "open-score-gap",
      "anchorUrl": "https://benchlm.ai/stats/open-source-llm#open-score-gap",
      "label": "Score gap: top proprietary vs top open-weight",
      "value": "14.18 points",
      "sentence": "The gap between the top proprietary model (Claude Mythos 5) and the top open-weight model (MiniMax M3) is 14.18 points on BenchLM's 100-point overall score as of July 23, 2026."
    },
    {
      "pageSlug": "open-source-llm",
      "pageUrl": "https://benchlm.ai/stats/open-source-llm",
      "markdownUrl": "https://benchlm.ai/md/stats/open-source-llm.md",
      "pageTitle": "Open Source LLM Statistics (2026)",
      "statId": "open-tracked-share",
      "anchorUrl": "https://benchlm.ai/stats/open-source-llm#open-tracked-share",
      "label": "Open-weight share of all tracked models",
      "value": "52% (151 of 290)",
      "sentence": "52% of the 290 AI models tracked by BenchLM (151 models) are open-weight as of July 23, 2026."
    },
    {
      "pageSlug": "open-source-llm",
      "pageUrl": "https://benchlm.ai/stats/open-source-llm",
      "markdownUrl": "https://benchlm.ai/md/stats/open-source-llm.md",
      "pageTitle": "Open Source LLM Statistics (2026)",
      "statId": "open-elo-gap-trend",
      "anchorUrl": "https://benchlm.ai/stats/open-source-llm#open-elo-gap-trend",
      "label": "Arena Elo gap, open vs closed (now vs a year earlier)",
      "value": "28.1 pts now vs 56.3 pts",
      "sentence": "The Arena Elo gap between the top closed and top open model narrowed to 28.1 points by 2026-06-03, from 56.3 points roughly a year earlier, per Arena data tracked on BenchLM."
    },
    {
      "pageSlug": "llm-market",
      "pageUrl": "https://benchlm.ai/stats/llm-market",
      "markdownUrl": "https://benchlm.ai/md/stats/llm-market.md",
      "pageTitle": "LLM Market Share Statistics (2026)",
      "statId": "number-one",
      "anchorUrl": "https://benchlm.ai/stats/llm-market#number-one",
      "label": "#1 model overall",
      "value": "Claude Mythos 5 (Anthropic)",
      "sentence": "As of July 23, 2026, the #1 AI model overall on BenchLM is Anthropic's Claude Mythos 5, with an overall score of 83.93/100."
    },
    {
      "pageSlug": "llm-market",
      "pageUrl": "https://benchlm.ai/stats/llm-market",
      "markdownUrl": "https://benchlm.ai/md/stats/llm-market.md",
      "pageTitle": "LLM Market Share Statistics (2026)",
      "statId": "top10-share",
      "anchorUrl": "https://benchlm.ai/stats/llm-market#top10-share",
      "label": "Lab with the most top-10 models",
      "value": "Anthropic (3 of 10)",
      "sentence": "Anthropic holds 3 of the 10 spots in BenchLM's overall top 10 as of July 23, 2026."
    },
    {
      "pageSlug": "llm-market",
      "pageUrl": "https://benchlm.ai/stats/llm-market",
      "markdownUrl": "https://benchlm.ai/md/stats/llm-market.md",
      "pageTitle": "LLM Market Share Statistics (2026)",
      "statId": "top50-diversity",
      "anchorUrl": "https://benchlm.ai/stats/llm-market#top50-diversity",
      "label": "Distinct labs in the top 50",
      "value": "12 labs",
      "sentence": "12 different AI labs place at least one model in BenchLM's overall top 50 as of July 23, 2026, led by Anthropic with 10 models."
    },
    {
      "pageSlug": "llm-market",
      "pageUrl": "https://benchlm.ai/stats/llm-market",
      "markdownUrl": "https://benchlm.ai/md/stats/llm-market.md",
      "pageTitle": "LLM Market Share Statistics (2026)",
      "statId": "arena-leadership-changes",
      "anchorUrl": "https://benchlm.ai/stats/llm-market#arena-leadership-changes",
      "label": "Arena #1 changes since Aug 2024",
      "value": "2 lead changes",
      "sentence": "The #1 spot on Arena's human-preference ranking has changed hands 2 times between 2024-08-28 and 2026-07-02, per Arena data tracked on BenchLM."
    },
    {
      "pageSlug": "llm-market",
      "pageUrl": "https://benchlm.ai/stats/llm-market",
      "markdownUrl": "https://benchlm.ai/md/stats/llm-market.md",
      "pageTitle": "LLM Market Share Statistics (2026)",
      "statId": "arena-current-streak",
      "anchorUrl": "https://benchlm.ai/stats/llm-market#arena-current-streak",
      "label": "Current Arena leader streak",
      "value": "Anthropic (~5 months)",
      "sentence": "Anthropic has held the #1 Arena position for roughly 5 months as of 2026-07-02, per Arena data tracked on BenchLM."
    }
  ]
}