Pairwise benchmark snapshot · Aug 1, 2026
This page compares Codestral 25.01 (Mistral) and Yi-Lightning (01.AI) using the latest snapshots we have as of Aug 1, 2026. On preference Elo, Yi-Lightning is ahead by 155 points (1,475 vs 1,320; seed-bootstrap (Aug 1, 2026)). On SWE-bench coding, Yi-Lightning resolves 63.4% versus 51.8% (seed-bootstrap (Aug 1, 2026)). Codestral 25.01 streams faster (148 tok/s) while Yi-Lightning is the cheaper output token ($0.14/1M). Codestral 25.01 has the larger context window (256k tokens). Every cell below is a dated snapshot from a named public source — we do not invent missing scores, and we do not run SWE-bench ourselves.
01.AI
Yi-Lightning01.AI ultra-fast reasoning model delivering top LiveBench efficiency.
Instant pairwise benchmark recalculation across 400+ LLMs
Category wins across intelligence, speed, and pricing efficiency.
Preference Elo, Coding proficiency, SWE-bench & LiveBench accuracy
Generation throughput and time to first token responsiveness
Cost per million tokens and max context window length
Each spoke is a skill. Farther from the center is better (0–100th percentile). Tap any dot to inspect details.
155 pts advantage
18 tok/s faster
$0.76/1M cheaper
Simulate monthly production API costs based on published $/1M tokens.
Yi-Lightning is estimated to save $17.00/month ($204/year).
Higher SWE-bench (63.4%).
Lower output list price ($0.14/1M).
Lower TTFT (150 ms).
Larger window (256k).
Yi-Lightning is the side marked multimodal in the catalog.
| Target Workload | Recommended Pick | Evaluation Rationale |
|---|---|---|
| Repo / coding agents | Yi-Lightning | Higher SWE-bench (63.4%). |
| High-volume chat | Yi-Lightning | Lower output list price ($0.14/1M). |
| Voice / low-latency UI | Codestral 25.01 | Lower TTFT (150 ms). |
| Long-document RAG | Codestral 25.01 | Larger window (256k). |
| Screenshots / vision | Yi-Lightning | Yi-Lightning is the side marked multimodal in the catalog. |
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The real PNG is generated at /compare/codestral-25-vs-yi-lightning/opengraph-image for crawlers.
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