Pairwise benchmark snapshot · Aug 1, 2026
In this head-to-head showdown, Kimi K3 delivers higher overall intelligence and human-preferred responses (Elo 1,528 vs 1,410), while Kimi K3 leads in SWE-bench software engineering benchmarks (73.8%), while GPT-5 mini is more budget-friendly at $2/1M 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
Cost-efficient GPT-5 distill for high-volume agents.
Moonshot AI frontier flagship reasoning and agent swarm model with 256k context and top-tier SWE-bench coding capability.
Currently comparing GPT-5 mini vs Kimi K3. Alternative family tiers available.
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.
Δ 118 Arena Elo pts
155 tok/s
$2 / 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 | GPT-5 mini | Kimi K3 | Advantage Delta |
|---|---|---|---|
| Preference Elo | +118 | ||
| Coding Elo | +140 | ||
| LiveBench | +8.3% | ||
| SWE-bench | +21.4% | ||
| GPQA Diamond | +16.4% | ||
| Time to first token | +150 ms | ||
| Output speed | 155 tok/s | 68 tok/s | +87 tok/s |
| Input price | $0.25/1M | $0.6/1M | +$0.35/1M |
| Output price | $2.5/1M | +$0.5/1M | |
| Context window | +138k |
Simulate monthly production API costs in USD (US Dollar).
GPT-5 mini is estimated to save $19.75/month ($237/year).
Higher SWE-bench (73.8%).
Lower output list price ($2/1M).
Lower TTFT (140 ms).
Larger window (400k).
Both accept images. Defaulting to the higher-Elo side (Kimi K3).
| Target Workload | Recommended Pick | Evaluation Rationale |
|---|---|---|
| Repo / coding agents | Kimi K3 | Higher SWE-bench (73.8%). |
| High-volume chat | GPT-5 mini | Lower output list price ($2/1M). |
| Voice / low-latency UI | GPT-5 mini | Lower TTFT (140 ms). |
| Long-document RAG | GPT-5 mini | Larger window (400k). |
| Screenshots / vision | Kimi K3 | Both accept images. Defaulting to the higher-Elo side (Kimi K3). |
Jun 2026. The Kimi vs GPT hub remaps to the top Moonshot Elo vs top OpenAI Elo.
High-volume agents that cannot pay Sol. Compare to Luna before you assume the new cheap SKU wins.
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