Pairwise benchmark snapshot · Aug 17, 2026noindex (thin pair)
In this head-to-head showdown, Kwaipilot: KAT-Coder-Air V2.5 is more budget-friendly at $0.6/1M per 1M output tokens. Review the complete breakdown below to determine which model best fits your performance and budget requirements.
3 benchmarks evaluated across capability, speed, and cost
Open-weights reasoning model trained with large-scale RL.
Auto-discovered from OpenRouter (kwaipilot/kat-coder-air-v2.5). Preview until a second source matches.
Simulate accuracy gains vs added response time & token cost
Reasoning models “think before answering” by generating internal reasoning tokens. Higher effort improves math, coding, and logic accuracy, but increases response delay and token costs.
Single model data
No latency data
$0.6 / 1M output
Relative percentile scores computed across all active models in the benchmark catalog.
Comparing top standard models across 6 key capability 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 | DeepSeek R1 | Kwaipilot: KAT-Coder-Air V2.5 | Advantage Delta |
|---|---|---|---|
| Preference Elo | — | — | |
| LiveBench | — | — | |
| SWE-bench | — | — | |
| GPQA Diamond | — | — | |
| Time to first token | — | — | |
| Output speed | 62 tok/s | — | — |
| Input price | $0.7/1M | $0.15/1M | +$0.55/1M |
| Output price | $2.5/1M | $0.6/1M | +$1.9/1M |
| Context window | +192k |
Simulate monthly production API costs in USD (US Dollar).
Kwaipilot: KAT-Coder-Air V2.5 is estimated to save $47.75/month ($573/year).
Need SWE-bench on both sides.
Lower output list price ($0.6/1M).
Need TTFT on both sides.
Larger window (256k).
Kwaipilot: KAT-Coder-Air V2.5 is the side marked multimodal in the catalog.
| Target Workload | Recommended Pick | Evaluation Rationale |
|---|---|---|
| Repo / coding agents | insufficient data | Need SWE-bench on both sides. |
| High-volume chat | Kwaipilot: KAT-Coder-Air V2.5 | Lower output list price ($0.6/1M). |
| Voice / low-latency UI | insufficient data | Need TTFT on both sides. |
| Long-document RAG | Kwaipilot: KAT-Coder-Air V2.5 | Larger window (256k). |
| Screenshots / vision | Kwaipilot: KAT-Coder-Air V2.5 | Kwaipilot: KAT-Coder-Air V2.5 is the side marked multimodal in the catalog. |
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Verified Head-to-Head Telemetry
