Benchmark profile
PerceptionBench (Internal) (PerceptionBench)
Moonshot AI's internal benchmark for atomic visual perception capabilities.
Data verifiedBenchmark score on PerceptionBench — July 16, 2026
BenchLM mirrors the published score view for PerceptionBench. Kimi K3 leads the public snapshot at 58.5%. BenchLM does not use these results to rank models overall.
Benchmark score table (1 model)
ScoreAbout PerceptionBench
Year
2026
Tasks
Internal atomic visual-perception tasks
Format
Internal evaluation score
Difficulty
Fine-grained visual perception
BenchLM stores the provider-published internal benchmark value as display-only evidence and does not treat it as independently reproducible.
BenchLM freshness & provenance
Version
PerceptionBench 2026
Refresh cadence
Quarterly
Staleness state
Current
Question availability
Public benchmark set
BenchLM uses freshness metadata to decide whether a benchmark should still be treated as a strong differentiator, a benchmark to watch, or a display-only reference. For the full scoring policy, see the BenchLM methodology page.
FAQ
What does PerceptionBench measure?
Moonshot AI's internal benchmark for atomic visual perception capabilities.
Which model scores highest on PerceptionBench?
Kimi K3 by Moonshot AI currently leads with a score of 58.5% on PerceptionBench.
How many models are evaluated on PerceptionBench?
1 AI models have been evaluated on PerceptionBench on BenchLM.
The AI models change fast. We track them for you.
A weekly brief for engineers and researchers covering new models, ranking shifts, and pricing changes.
Free. No spam. Unsubscribe anytime.