Pairwise benchmark snapshot · Aug 17, 2026
In this head-to-head showdown, GLM-5.3 delivers higher overall intelligence and human-preferred responses (Elo 1,558 vs 1,478), while GLM-5.3 leads in SWE-bench software engineering benchmarks (76.4%), while MiniMax M2.5 is more budget-friendly at $0.9/1M per 1M output tokens, while GLM-5.3 provides faster response streaming (90 tok/s). 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
Z.ai Aug 14 2026 post-train of the GLM-5.2 744B base. Coding-plan live; open weights promised after a two-week safety review (z.ai/blog/glm-5.3).
MiniMax coding model. Tied near the top of official SWE-bench bash-only in Feb 2026.
Δ 80 Arena Elo pts
90 tok/s
$0.8999999999999999 / 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 | GLM-5.3 | MiniMax M2.5 | Advantage Delta |
|---|---|---|---|
| Preference Elo | +80 | ||
| Coding Elo | +50 | ||
| LiveBench | +6.4% | ||
| SWE-bench | +0.6% | ||
| GPQA Diamond | +7% | ||
| Time to first token | +5 ms | ||
| Output speed | 90 tok/s | 90 tok/s | — |
| Input price | $0.22/1M | +$0.28/1M | |
| Output price | $0.9/1M | +$0.9/1M | |
| Context window | +5k |
Simulate monthly production API costs in USD (US Dollar).
MiniMax M2.5 is estimated to save $23.30/month ($280/year).
Higher SWE-bench (76.4%).
Lower output list price ($0.9/1M).
Lower TTFT (250 ms).
Larger window (205k).
GLM-5.3 is the side marked multimodal in the catalog.
| Target Workload | Recommended Pick | Evaluation Rationale |
|---|---|---|
| Repo / coding agents | GLM-5.3 | Higher SWE-bench (76.4%). |
| High-volume chat | MiniMax M2.5 | Lower output list price ($0.9/1M). |
| Voice / low-latency UI | MiniMax M2.5 | Lower TTFT (250 ms). |
| Long-document RAG | MiniMax M2.5 | Larger window (205k). |
| Screenshots / vision | GLM-5.3 | GLM-5.3 is the side marked multimodal in the catalog. |
Coding-plan live; open weights promised after a two-week safety review. Newest Zhipu row.
Strong Chinese/English coding. 5.3 is the new row; 5.2 stays so the delta is visible.
Tied near the top of official SWE-bench bash-only in Feb 2026. Coding lists should still see it.
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Verified Head-to-Head Telemetry