Chartography: leaderboard
Surge AI professional chart-understanding benchmark covering Kaplan-Meier curves, candlestick charts, contour maps, Sankey diagrams, Bode plots, and other specialist graphics, scoring visual perception, domain-aware interpretation, and multi-step graphical reasoning.
Metric: Score (%). Source: surgehq.ai. Saturation forecast: Around October 2027. 6 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Gemini 4 Argon (High) | 71.6 | #8 (Gemini 4 Argon) |
| 2 | GPT-6 Astra (Max) | 71 | #6 (GPT-6 Astra) |
| 3 | GPT-6 Sol (Max) | 53.6 | #14 (GPT-6 Sol) |
| 4 | Claude Fable 5.1 (Max) | 46.2 | #9 (Claude Fable 5.1) |
| 5 | GPT-5.6 Sol (Max) | 45 | #19 (GPT-5.6 Sol) |
No result here: #7 GPT-6.1 Sol, #10 Muse Wonder Full.
Interactive version: theaggregate.ai/benchmark?slug=chartography · How It Works · Data refreshed daily, snapshot 2026-10-20.