multimodal benchmark
Chartography Leaderboard
Chartography evaluates professional chart understanding using 100 expert-written tasks based on real charts from science, engineering, finance, manufacturing, supply chain, and healthcare.
Updated Sep 5, 2026
Models1
Model coverage1
MetricScore
EvidenceB
Chartography Ranking
Higher score ranks better on this benchmark.
Sort by
Rank | Model | Score | Percentile | Participants | Evidence | Evaluated |
|---|
| Rank01 | ModelZA | Score78.00% | Percentile100.00% | Participants1 | EvidenceC | Evaluated |
Chartography Highlights
The leading models and scores on this benchmark.
The Top AI Models for Chartography
The first five results on this benchmark, with official price and output speed added where the model identity can be matched.
Ranking basisThis chartography AI model leaderboard uses descending score in the benchmark original unit. The leaderboard ranking keeps matched price and speed data separate from benchmark evidence.
- 01ZAZhipu AI
- Score
- 78.00%
- Price
- $0.08 input / $0.25 output per 1M tokens
- Speed
- Up to 74.28 tok/s via FriendliAI
Strengths
- Ranks #1 of 1 compared models
- 100th percentile on this benchmark
- C evidence result
Considerations
- This result measures Chartography, not total model capability
Selection summary
Best AI Models for Chartography
GLM-5.3-Flash currently leads Chartography with 78.00%. It is the top model on this specific benchmark, while the best LLM for the broader task should also be checked against other benchmarks, price, and runtime.
Use this leaderboard with the supporting benchmark results and coverage details above. A leaderboard position summarizes the selected ranking signal; it does not replace workload-specific testing.
What is Chartography?
What Chartography measures and how its scores work.
Chartography is a multimodal benchmark for professional chart understanding.
It measures performance on 100 expert-written tasks using the Score metric, reported as a ratio.
Scores are shown in ratio. This benchmark is not independently verified and has an evidence level of B.
- Family
- Chartography
- Modality
- multimodal
- Primary category
- multimodal
- Score direction
- higher
- LLMBoard eligible
- No
- Evaluation key
- overall
LLM Stats. Benchmark scores retain their original unit. Overall score eligibility is shown separately.
FAQ
Common questions about Chartography.
Which model scores highest on Chartography?
GLM-5.3-Flash is currently ranked first with 78.00%.
What are the top three models on Chartography?
The current leaders are GLM-5.3-Flash (78.00%).
Which Chartography model has the lowest official input price?
GLM-5.3-Flash has the lowest matched official input price at $0.08 input / $0.25 output per 1M tokens.
Which models are fastest among Chartography results?
The fastest matched records are GLM-5.3-Flash (74.28 tok/s via FriendliAI).
Does the highest score result prove overall model quality?
No. This benchmark measures one defined capability or task. The overall LLMBoard score uses a separate aggregation across eligible benchmark evidence.