Pairwise benchmark snapshot · Aug 1, 2026
In this head-to-head showdown, MiniMax M2.5 delivers higher overall intelligence and human-preferred responses (Elo 1,478 vs 1,260), while MiniMax M2.5 leads in SWE-bench software engineering benchmarks (75.8%), while MiniMax M2.5 is more budget-friendly at $1.2/1M per 1M output tokens. Review the complete breakdown below to determine which model best fits your performance and budget requirements.
9 direct benchmark disciplines evaluated across capability, speed, and cost
First million-token Gemini Pro. Baseline for 1.5 vs 2.5 vs 3.x Pro.
MiniMax coding model. Tied near the top of official SWE-bench bash-only in Feb 2026.
Δ 218 Arena Elo pts
90 tok/s
$1.2 / 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 | Gemini 1.5 Pro | MiniMax M2.5 | Advantage Delta |
|---|---|---|---|
| Preference Elo | +218 | ||
| Coding Elo | — | — | |
| LiveBench | +15.2% | ||
| SWE-bench | +37.8% | ||
| GPQA Diamond | +18.2% | ||
| Time to first token | +10 ms | ||
| Output speed | 70 tok/s | 90 tok/s | +20 tok/s |
| Input price | $1.25/1M | $0.3/1M | +$0.95/1M |
| Output price | $1.2/1M | +$3.8/1M | |
| Context window | +1.8M |
Simulate monthly production API costs in USD (US Dollar).
MiniMax M2.5 is estimated to save $90.25/month ($1,083/year).
Higher SWE-bench (75.8%).
Lower output list price ($1.2/1M).
Lower TTFT (240 ms).
Larger window (2M).
Gemini 1.5 Pro is the side marked multimodal in the catalog.
| Target Workload | Recommended Pick | Evaluation Rationale |
|---|---|---|
| Repo / coding agents | MiniMax M2.5 | Higher SWE-bench (75.8%). |
| High-volume chat | MiniMax M2.5 | Lower output list price ($1.2/1M). |
| Voice / low-latency UI | Gemini 1.5 Pro | Lower TTFT (240 ms). |
| Long-document RAG | Gemini 1.5 Pro | Larger window (2M). |
| Screenshots / vision | Gemini 1.5 Pro | Gemini 1.5 Pro is the side marked multimodal in the catalog. |
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Verified Head-to-Head Telemetry
