Chartography leaderboard
As of November 14, 2026, among the results listed here, Anthropic Claude Opus 5 has the highest reported Chartography score, 83.4 (with tools), published by Anthropic, ahead of Anthropic Claude Fable 5.2 at 73.4. 13 models have a Chartography result in our records.
Scores as the model makers published them, not re-run by us; each row links to its announcement.
13 models ranked · 4 makers
Other reported runs
| Model | Score | Setting | Reported by | Date |
|---|---|---|---|---|
| Claude Fable 5.1 | 88.4 | with tools | Anthropic | May 27, 2026 (model release) · read from the maker's chart |
| Claude Opus 5.5 | 89 | with tools | Anthropic | May 27, 2026 (model release) · read from the maker's chart |
How much to trust these numbers
- Source
- Reported by the model makers themselves. Not re-run by LLMBenchmark or anyone independent.
- Settings
- Settings differ between makers. Check the Setting column before comparing two scores.
- Spread
- 83.4 to 6.4 across 13 models.
- Freshness
- Newest result published November 9, 2026; oldest May 27, 2026.
- Charts
- Some values were read from charts in the announcements. Two independent readings had to match exactly.
What Chartography measures
Chartography asks models to interpret charts used in professional work, with scores reflecting the accuracy and judgment of their interpretations. Source: chartography - surge-ai