Pairwise benchmark snapshot · Aug 16, 2026
In this head-to-head showdown, GLM-5.3 delivers higher overall intelligence and human-preferred responses (Elo 1,558 vs 1,490), while GLM-5.3 leads in SWE-bench software engineering benchmarks (76.4%), while DeepSeek V4 Flash is more budget-friendly at $0.28/1M 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
DeepSeek Jul 31 2026 price-performance SKU. Public listings put it near $0.14/$0.28 per 1M tokens.
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).
Currently comparing DeepSeek V4 Flash vs GLM-5.3. Alternative family tiers available.
Δ 68 Arena Elo pts
142 tok/s
$0.28 / 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 | DeepSeek V4 Flash | GLM-5.3 | Advantage Delta |
|---|---|---|---|
| Preference Elo | +68 | ||
| Coding Elo | +70 | ||
| LiveBench | +3% | ||
| SWE-bench | +5.2% | ||
| GPQA Diamond | +1.6% | ||
| Time to first token | +90 ms | ||
| Output speed | 142 tok/s | 90 tok/s | +52 tok/s |
| Input price | $0.14/1M | +$0.36/1M | |
| Output price | $0.28/1M | +$1.52/1M | |
| Context window | +40k |
Simulate monthly production API costs in USD (US Dollar).
DeepSeek V4 Flash is estimated to save $35.40/month ($425/year).
Higher SWE-bench (76.4%).
Lower output list price ($0.28/1M).
Lower TTFT (165 ms).
Larger window (200k).
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 | DeepSeek V4 Flash | Lower output list price ($0.28/1M). |
| Voice / low-latency UI | DeepSeek V4 Flash | Lower TTFT (165 ms). |
| Long-document RAG | GLM-5.3 | Larger window (200k). |
| 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.
Public listings put Flash near $0.14/$0.28 per 1M. That is a batch SKU, not a chatbot crown.
Strong Chinese/English coding. 5.3 is the new row; 5.2 stays so the delta is visible.
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Verified Head-to-Head Telemetry