Pairwise benchmark snapshot · Aug 17, 2026
In this head-to-head showdown, GPT-4.5 Orion delivers higher overall intelligence and human-preferred responses (Elo 1,540 vs 1,492), while GPT-4.5 Orion leads in SWE-bench software engineering benchmarks (71%), while GLM-5.2 is more budget-friendly at $3.74/1M 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
Zhipu flagship. Strong Chinese/English coding and agents.
OpenAI largest dense non-reasoning model with expansive world knowledge and reduced hallucinations.
Currently comparing GLM-5.2 vs GPT-4.5 Orion. Alternative family tiers available.
Δ 48 Arena Elo pts
84 tok/s
$3.74 / 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-5.2 | GPT-4.5 Orion | Advantage Delta |
|---|---|---|---|
| Preference Elo | +48 | ||
| Coding Elo | +16 | ||
| LiveBench | +3.3% | ||
| SWE-bench | +1.7% | ||
| GPQA Diamond | +4.5% | ||
| Time to first token | +80 ms | ||
| Output speed | 84 tok/s | 60 tok/s | +24 tok/s |
| Input price | $1.19/1M | +$73.81/1M | |
| Output price | $3.74/1M | $150/1M | +$146.26/1M |
| Context window | +921k |
Simulate monthly production API costs in USD (US Dollar).
GLM-5.2 is estimated to save $4,777.25/month ($57,327/year).
Higher SWE-bench (71%).
Lower output list price ($3.74/1M).
Lower TTFT (270 ms).
Larger window (1M).
Both accept images. Defaulting to the higher-Elo side (GPT-4.5 Orion).
| Target Workload | Recommended Pick | Evaluation Rationale |
|---|---|---|
| Repo / coding agents | GPT-4.5 Orion | Higher SWE-bench (71%). |
| High-volume chat | GLM-5.2 | Lower output list price ($3.74/1M). |
| Voice / low-latency UI | GLM-5.2 | Lower TTFT (270 ms). |
| Long-document RAG | GLM-5.2 | Larger window (1M). |
| Screenshots / vision | GPT-4.5 Orion | Both accept images. Defaulting to the higher-Elo side (GPT-4.5 Orion). |
GLM-5.2 undercuts GLM 5V Turbo by 74.2% on input at $0.31/1M, with 1,492 Elo and 69.3% SWE-bench in dated 2026 snapshots.
Strong Chinese/English coding. 5.3 is the new row; 5.2 stays so the delta is visible.
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