Pairwise benchmark snapshot · Aug 17, 2026
In this head-to-head showdown, Yi-Lightning delivers higher overall intelligence and human-preferred responses (Elo 1,475 vs 1,455), while Yi-Lightning leads in SWE-bench software engineering benchmarks (63.4%), while Yi-Lightning is more budget-friendly at $0.14/1M per 1M output tokens. Review the complete breakdown below to determine which model best fits your performance and budget requirements.
10 direct benchmark disciplines evaluated across capability, speed, and cost
First Sonnet 4 generation. Bridge between 3.5/3.7 and Sonnet 5.
01.AI ultra-fast reasoning model delivering top LiveBench efficiency.
Δ 20 Arena Elo pts
130 tok/s
$0.14 / 1M output
Relative percentile scores computed across all active models in the benchmark catalog.
Comparing top Western standard models with China's leading frontier rival across 6 skill dimensions. Tap any spoke or dot to inspect.
Category wins across reasoning intelligence, generation speed, and token cost.
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
| Benchmark | Claude Sonnet 4 | Yi-Lightning | Advantage Delta |
|---|---|---|---|
| Preference Elo | +20 | ||
| Coding Elo | +12 | ||
| LiveBench | +1.8% | ||
| SWE-bench | +0.6% | ||
| GPQA Diamond | +1.6% | ||
| Time to first token | +70 ms | ||
| Output speed | 92 tok/s | 130 tok/s | +38 tok/s |
| Input price | $0.14/1M | +$2.86/1M | |
| Output price | $0.14/1M | +$14.86/1M | |
| Context window | +984k |
Simulate monthly production API costs in USD (US Dollar).
Yi-Lightning is estimated to save $323.00/month ($3,876/year).
Higher SWE-bench (63.4%).
Lower output list price ($0.14/1M).
Lower TTFT (150 ms).
Larger window (1M).
Claude Sonnet 4 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 | Yi-Lightning | Lower TTFT (150 ms). |
| Long-document RAG | Claude Sonnet 4 | Larger window (1M). |
| Screenshots / vision | Claude Sonnet 4 | Claude Sonnet 4 is the side marked multimodal in the catalog. |
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