Chartography
Often citedHigher is better · Image-input models only
Built by Surge AI: the model reads 100 professional charts from 12 domains and must give answers within ranges set by experts. Surge runs its own leaderboard, but its data terms are unconfirmed, so only vendor-reported values measured without tools are listed here. Scores run from 0 to 100%. Higher is better.
This ranking is built only from scores the model makers published themselves. Test settings such as tool use and reasoning effort differ by maker, so check each score's setting before comparing models directly.
Top score71.6%Gemini 4 Argon
Models tested6
Last updated2026.09.30
Model release date (newest on the right)
Best score so farHigher on the chart is better
Which AI gives the photo and chart answers people prefer most?Arena Vision
Claude Fable 5🥇Claude Fable 5🥇Can it spot the wrong step from assembly photos?Furniture AssemblyClaude Opus 5.5🥇Claude Opus 5.5🥇Can it draw a floor plan from a few photos of a home?Blueprint-Bench 2
Gemini 4 Argon🥇Gemini 4 Argon🥇
Claude Fable 5🥇Claude Fable 5🥇Can it spot the wrong step from assembly photos?Furniture AssemblyClaude Opus 5.5🥇Claude Opus 5.5🥇Can it draw a floor plan from a few photos of a home?Blueprint-Bench 2Gemini 4 Argon🥇Gemini 4 Argon🥇- 🥇GoogleGemini 4 Argon71.6%
- 🥈AnthropicClaude Opus 5.5Reasoning effort: Max64.4%
- 🥉AnthropicClaude Fable 5.1Reasoning effort: Max42.6%
- #4AnthropicClaude Fable 5Reasoning effort: Max36.6%
- #5AnthropicClaude Opus 5Reasoning effort: Max29.6%
- #6AnthropicClaude Opus 4.8Reasoning effort: Max17.0%
Half of models ≤ 39.6%Measured by: Maker-reportedLast updated 2026-10-07
The "harness" is the agent program the AI used to carry out the task. The same model can score very differently depending on its harness and reasoning effort.
Vendor-reported numbers use varying setups — treat them as indicative.