reasoning benchmark
PresentBench
PresentBench evaluates AI agents on producing presentation-style deliverables, such as generating lesson-plan slides and structured documents from source materials.
Updated Aug 11, 2026
Models2
Model coverage2
MetricScore
EvidenceB
PresentBench Ranking
Higher score ranks better on this benchmark.
| 1 | BY | 54.6% | 100.0% | 2 | C | |
| 2 | BY | 48.3% | 0.0% | 2 | C |
PresentBench Score Distribution
A closer view of the leading scores on this benchmark.
PresentBench Highlights
The leading models and scores on this benchmark.
What is PresentBench?
What PresentBench measures and how its scores work.
PresentBench evaluates AI agents on producing presentation-style deliverables, such as generating lesson-plan slides and structured documents from source materials.
Scores are shown in ratio. This benchmark is not independently verified and has an evidence level of B.
- Family
- PresentBench
- Modality
- text
- Primary category
- reasoning
- Score direction
- higher
- LLMBoard eligible
- No
- Evaluation key
- presentbench|llm-stats-current
Benchmark scores retain their original unit. Overall score eligibility is shown separately.
FAQ
Common questions about PresentBench.
Which model scores highest on PresentBench?
Seed 2.1 Pro is currently ranked first with 54.6%.
What does PresentBench measure?
PresentBench evaluates AI agents on producing presentation-style deliverables, such as generating lesson-plan slides and structured documents from source materials.
Is a higher score better?
Yes. Higher values rank better for this benchmark.
How many models are compared?
2 model results are currently shown.
Does this benchmark affect the overall score?
No. This benchmark is shown for reference but does not contribute to the overall score.