multimodal benchmark
OVOBench evaluates streaming video understanding by testing a model's ability to perceive and respond to video content in real time as it unfolds.
Updated Sep 5, 2026
Higher score ranks better on this benchmark.
Rank | Model | Score | Percentile | Participants | Evidence | Evaluated |
|---|
| Rank01 | ModelBY | Score80.70% | Percentile100.00% | Participants2 | EvidenceC | Evaluated |
| Rank02 | ModelBY | Score79.20% | Percentile0.00% | Participants2 | EvidenceC | Evaluated |
The leading models and scores on this benchmark.
A closer view of the leading scores on this benchmark.
The first five results on this benchmark, with official price and output speed added where the model identity can be matched.
What OVOBench measures and how its scores work.
OVOBench (Online Video Online Benchmark) is a multimodal benchmark for streaming video understanding.
It measures a model's ability to perceive and respond to video content in real time as it unfolds, using the Score metric with a ratio unit.
Scores are shown in ratio. This benchmark is not independently verified and has an evidence level of B.
LLM Stats. Benchmark scores retain their original unit. Overall score eligibility is shown separately.
Common questions about OVOBench.
Seed 2.1 Pro is currently ranked first with 80.70%.
The current leaders are Seed 2.1 Pro (80.70%) and Seed 2.1 Turbo (79.20%).
No matched official input price is currently available.
No matched runtime record is currently available.
No. This benchmark measures one defined capability or task. The overall LLMBoard score uses a separate aggregation across eligible benchmark evidence.
It measures a model's ability to perceive and respond to video content in real time as it unfolds, using the Score metric with a ratio unit.
Yes. Higher values rank better for this benchmark.
2 model results are currently shown.
No. This benchmark is shown for reference but does not contribute to the overall score.
Ranking basisThis ovobench AI model leaderboard uses descending score in the benchmark original unit. The leaderboard ranking keeps matched price and speed data separate from benchmark evidence.
Selection summary
Seed 2.1 Pro currently leads OVOBench with 80.70%. 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.