Multimodal & Grounded benchmark
Chartography (tools) leaderboard
Chartography with image and code tools. Every model the catalog carries a published Chartography (tools) value for, ranked by that value.
CategoryMultimodal & Grounded
MeasureAccuracy with tools
Tasks100 specialized chart types
DifficultyProfessional chart reasoning
Published byChartography
Professional chart understanding with a container, standard libraries, and image cropping.
Chartography (tools) ranking
3 models with a published Chartography (tools) value, ordered by that value, highest first. Models the source has not scored on this benchmark are not listed — they are unmeasured, not last.
| Rank | Model | Provider | Accuracy with tools |
|---|---|---|---|
| 1 |  Claude Opus 5 | Anthropic | 83.0 |
| 2 |  DeepSeek V4.1 Flash | DeepSeek | 78.9 |
| 3 |  GLM-5.3-Flash | Z.AI | 78.0 |
Evidence key: Observed
Rows are ordered by the value Chartography published, highest first. The source does not state whether a higher value is the better result, so this page does not either: for a benchmark that measures a rate of failure, read the table from the bottom.