# Chartography (with tools) — AI model rankings

A chart-centred test run with tools available to the AI, reported separately from the chart-reading benchmarks above it. Higher is better.

5 tracked models have a published Chartography (with tools) score. Higher is better. Scores come from published lab reports and benchmark sources; recorded sources appear beside the scores.

## Ranking

| Rank | Model | Developer | Score | Source | Released |
| --- | --- | --- | --- | --- | --- |
| 1 | Claude Opus 5.5 | Anthropic | 89% | Lab | Sep 22 2026 |
| 2 | Claude Fable 5.1 | Anthropic | 88.4% | Lab | Sep 1 2026 |
| 3 | Claude Opus 5 | Anthropic | 83.4% | Lab | Jul 24 2026 |
| 4 | DeepSeek-V4.1-Flash | DeepSeek | 78.9% | Lab | Sep 10 2026 |
| 5 | GLM-5.3-Flash | Z.ai | 78% | Lab | Aug 26 2026 |


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Canonical page: https://aireleasetracker.com/benchmark/chartography-with-tools
Site index: https://aireleasetracker.com/llms.txt
Source: AI Release Tracker (https://aireleasetracker.com). Most benchmark scores come from lab launch material; gathered results identify the leaderboard that published them.