# Introducing BenchLM Stats: Citable LLM Data, Regenerated on Every Update

> We packaged the data behind BenchLM into 26 citable statistics across six pages — model prices, release cadence, context windows, benchmark saturation, open-source share, and market share. Every number is a self-contained, dated sentence generated from the live dataset, with a stable anchor URL you can cite.

- Published: 2026-07-02
- Article slug: benchlm-stats-citable-llm-data
- Author: [Glevd](https://x.com/glevd)
- Reading time: 5 minutes
- Topics: stats, announcement, aeo, geo, meta
- Canonical URL: https://benchlm.ai/blog/posts/benchlm-stats-citable-llm-data

Assistants do not cite pages. They lift sentences.

We wrote that [in June](/blog/posts/how-to-get-cited-by-chatgpt). A retriever looking for "how many AI models were released this year" wants one dated number it can quote, not a table it has to interpret. In July 2026 we packaged the live dataset into [26 of those sentences](/stats), across six pages, each regenerated on every data update.

The six pages:

- [API price statistics](/stats/llm-pricing)
  
  : what API tokens actually cost across the models we track, and how far apart the extremes sit
- [AI Model Release Statistics](/stats/model-releases)
  
  : how fast the industry is shipping, which labs ship most, and the open-weight share of new launches
- [LLM Context Window Statistics](/stats/context-windows)
  
  : the largest windows, the median, and how common 1M+ tokens has become
- [LLM Benchmark Statistics](/stats/benchmarks)
  
  : how many benchmarks exist, and how many are already saturated
- [Open Source LLM Statistics](/stats/open-source-llm)
  
  : how close open-weight models sit to the frontier, in scores and Arena Elo
- [LLM Market Share Statistics](/stats/llm-market)
  
  : which labs hold the top of the rankings, and how often #1 changes hands

## Retrievers want a sentence, not a table

The unit of competition in AI search is the self-contained, dated, numeric claim. Every statistic on the hub follows the same contract: claim + number + date + source, parseable with zero surrounding context, anchored at a stable URL so you can link the exact fact rather than the general page. Journalists and researchers get the same deal. Each page carries a ready-made citation block, and the underlying data is downloadable at [/data/stats.json](/data/stats.json).

A leaderboard is a product for humans. A stats page is nothing but the sentences a crawler can lift.

## Static stats pages rot

Half the "AI statistics" pages ranking today still cite numbers from two years ago. Ours cannot, structurally:

- **Generated, not written.**
  
  A script computes every statistic from the same source data as the rankings: pricing tables, the release registry, benchmark scores, Arena Elo history. No number on those pages was typed by a person.
- **Validated at build time.**
  
  A check runs on every site build and fails it if a published statistic no longer matches a fresh recomputation from the data, if a sentence is missing its number or date, or if it opens with a pronoun a retriever can't resolve. Stale stats can't ship.
- **Refreshed with the dataset.**
  
  When model prices change or a new release lands in the registry, the stats pages update on the next build with a new "as of" date. Same freshness pipeline as the rest of the site.

For LLM crawlers, everything is mirrored in plain markdown under [/md/stats/](/md/stats/index.md) and indexed in [llms.txt](/llms.txt).

## Cite the sentence, not the page

If you are writing about AI models — an article, a deck, a paper, a prompt — take the numbers. Attribute them to BenchLM.ai, keep the date that comes with them, and link the anchor. The sentence behind that URL will have updated itself when a reader clicks it a month later.

If you spot a statistic we should be computing and aren't, [tell us](https://x.com/glevd). Adding one is cheap once the pipeline exists.

## Frequently asked questions

### What is BenchLM Stats?

A public hub at benchlm.ai/stats of 26 dated, citable sentences across six topics: API prices, release cadence, context windows, benchmark saturation, open-weight share, and market share. Each sentence is generated from the same live dataset as the rankings and carries a stable anchor URL.

### Can I cite BenchLM statistics in an article or paper?

Yes, with attribution to BenchLM.ai. Link the specific stats page for the fact you use. Every statistic has a stable anchor URL, and each page includes a ready-made citation block. Machine-readable copies live at /data/stats.json, with markdown mirrors at /md/stats/.

### How do BenchLM statistics stay up to date?

A script recomputes every statistic from the same dataset that powers the rankings. A build-time validator fails the site build if a published number drifts from that recomputation, or if a sentence is missing its number or date. Nothing on those pages is hand-maintained.