Chartography A
AI benchmark · Multimodal
- Publisher
- Anthropic System Card
- Domains
- Multimodal Chart Reasoning
- Tier
- A why
- Snapshot
What is Chartography?
Surge AI benchmark covering 100 specialized professional chart types, scored against expert-defined acceptable answer ranges.
Tier A
Widely used: a lab reports it, or 50 or more models are scored on it.
How much stands behind a tier: usage, who backs it, a confirmed line from its own site or paper, and a clear read on X. High with three of the four, medium with two, low otherwise.
- 39 models scored
- reported by Anthropic
- in curated RL directories (2 pts)
On X · well regarded, moderate buzz, from 8 posts about Chartography in the last month
Chartography appears regularly in Anthropic and Sakana launch tables as a visual reasoning metric; people cite scores without criticism, though little direct discussion of the benchmark itself.
How we got to tier A
- Adoption: 39 models scored; reported by Anthropic. Tier A.
- On X: well regarded, moderate buzz. “Chartography appears regularly in Anthropic and Sakana launch tables as a visual reasoning metric; people cite scores without criticism, though little direct discussion of the benchmark itself.” No move.
- In curated RL directories: 2 points, a floor of C.
- Not yet confirmed by a line from its own site or paper.
A clear view on X moves a tier one step up or down; most entries don't move. How tiers work.
Not on the map yet: no line from its own site or paper places it in a domain.
Next: browse all benchmarks. Entry from the RL Research daily scrape of public sources, 2026-10-11 snapshot.