Compare / head-to-head
GLM-5.2vs
Hy4 preview
Hy4 preview leads 4 of 6 shared benchmarks. Hy4 preview is 1.7x cheaper per token. Both offer a 1M-token context window.
Benchmarks from cited public sources; pricing from official pages; status from official provider feeds.
Shared benchmarks
1 – 4
Hy4 preview leads · 1 tied
Cheaper per token
Hy4 preview
1.7x cheaper, input + output
Larger context
Tie
both 1M tokens
Providers
2 providers
Z.ai · Tencent Hunyuan
GLM-5.2
Z.ai · released 2026-06-24
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Hy4 preview
Tencent Hunyuan · released 2026-08-28
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Quality
Benchmark matrix
6 shared · 40 only GLM-5.2 · 12 only Hy4 preview| Benchmark | GLM-5.2 | Hy4 preview | Δ | Edge |
|---|---|---|---|---|
| Reported by both · 6 | ||||
| GPQA Diamond | 91.9% ↗epoch run | 92.3% ↗ | -0.4 pt | Hy4 preview |
| Agents' Last Exam (ALE-CLI) | 23.8% ↗ | 22.8% ↗ | +1 pt | GLM-5.2 |
| CyberGym | 77.2% ↗ | 78.4% ↗ | -1.2 pt | Hy4 preview |
| LMArena Agent (LMArena) | 0.0348 ↗ | 0.0395 ↗ | 0 | Tie |
| LMArena WebDev (LMArena) | 1605 ↗ | 1633.2 ↗ | -28.2 | Hy4 preview |
| Terminal-Bench 2.1 | 81% ↗ | 85.4% ↗ | -4.4 pt | Hy4 preview |
| Only GLM-5.2 reports · 40 | ||||
| AIME 2026 | 90% ↗matharena ⚠ | not reported | — | — |
| LMArena Elo | 1475.8 ↗ | not reported | — | — |
| APEX-Agents (Mercor) | 45.2% ↗ | not reported | — | — |
| AutomationBench v1.0.6 | 26.2% ↗ | not reported | — | — |
| Chess Puzzles (Epoch AI run) | 21% ↗epoch run | not reported | — | — |
| DeepSWE v1.1 | 46.2% ↗ | not reported | — | — |
| DeepSWE v1.1 (Datacurve) | 43.8% ↗ | not reported | — | — |
| EBR-bench (Epoch AI run) | 9.5% ↗epoch run | not reported | — | — |
| ExploitBench | 24.4% ↗ | not reported | — | — |
| ExploitGym 2h | 29 ↗ | not reported | — | — |
| ExploitGym 6h | 39 ↗ | not reported | — | — |
| FrontierMath Tier 4 v2 (Epoch AI run) | 29.3% ↗epoch run | not reported | — | — |
| FrontierMath Tiers 1-3 v2 (Epoch AI run) | 59.2% ↗epoch run | not reported | — | — |
| FrontierSWE | 67.5% ↗ | not reported | — | — |
| GDPval-AA v2 | 1508 ↗ | not reported | — | — |
| HLE (with tools) | 54.7% ↗ | not reported | — | — |
| LiveBench Agentic Coding (LiveBench) | 51.8% ↗ | not reported | — | — |
| LiveBench Coding (LiveBench) | 79.7% ↗ | not reported | — | — |
| LiveBench Data Analysis (LiveBench) | 73.7% ↗ | not reported | — | — |
| LiveBench Instruction Following (LiveBench) | 62.3% ↗ | not reported | — | — |
| LiveBench Language (LiveBench) | 76.2% ↗ | not reported | — | — |
| LiveBench Mathematics (LiveBench) | 89.8% ↗ | not reported | — | — |
| LiveBench Reasoning (LiveBench) | 78.6% ↗ | not reported | — | — |
| Mystery Game Puzzles (Epoch AI run) | 19% ↗epoch run | not reported | — | — |
| NL2Repo | 48.9% ↗ | not reported | — | — |
| OTIS Mock AIME 2024-2025 (Epoch AI run) | 86.4% ↗epoch run | not reported | — | — |
| PostTrainBench | 31.7% ↗ | not reported | — | — |
| ProgramBench (Almost Solved) | 9.5% ↗ | not reported | — | — |
| SimpleBench (SimpleBench) | 58.8% ↗ | not reported | — | — |
| SimpleQA Verified | 34.2% ↗epoch run | not reported | — | — |
| SWE-Bench Pro | 62.1% ↗ | not reported | — | — |
| SWE-bench Verified (Epoch AI run) | 78.7% ↗epoch run | not reported | — | — |
| SWE-Marathon v1.1 | 19.4% ↗ | not reported | — | — |
| SWE-rebench 2026-05-15 to 2026-07-01 (Nebius) | 62.9% ↗ | not reported | — | — |
| tau2-bench Banking Knowledge (Sierra) | 37.1% ↗ | not reported | — | — |
| Terminal-Bench 3.0 | 4.6% ↗ | not reported | — | — |
| Toolathlon Verified | 59.9% ↗ | not reported | — | — |
| Toolathlon-Verified (HKUST) | 59.9% ↗ | not reported | — | — |
| Vending-Bench 2 (Andon Labs) | 8313.78 ↗ | not reported | — | — |
| WeirdML (Håvard Tveit Ihle) | 70.1% ↗ | not reported | — | — |
| Only Hy4 preview reports · 12 | ||||
| DeepSWE | not reported | 64.3% ↗ | — | — |
| HLE (no tools, text-only) | not reported | 43.4% ↗ | — | — |
| HLE (with tools, text-only) | not reported | 55.4% ↗ | — | — |
| MathArena Apex 2025 | not reported | 74.2% ↗ | — | — |
| MCP-Atlas (public) | not reported | 83.7% ↗ | — | — |
| NL2Repo-Bench | not reported | 58.9% ↗ | — | — |
| OfficeQA Pro | not reported | 66.2% ↗ | — | — |
| SWE-bench Multilingual | not reported | 82.9% ↗ | — | — |
| SWE-bench Pro | not reported | 65.7% ↗ | — | — |
| Terminal-Bench 4.0 (Vals AI) | not reported | 8.1% ↗ | — | — |
| Toolathlon-Verified | not reported | 74.1% ↗ | — | — |
| WideSearch | not reported | 83.9% ↗ | — | — |
Scores tagged "epoch" or "matharena" are independent runs, used only where the lab has not published its own; ⚠ marks rows MathArena flags as released after the competition. Higher is better on every row. Δ is GLM-5.2 minus Hy4 preview in the benchmark's own unit. "Not reported" means the lab has not published that figure; it is not a zero. ↗ opens the source.
Specs & pricing
Side by side
Official pricing pages and model cards| Spec | GLM-5.2 | Hy4 preview | Edge |
|---|---|---|---|
| Context window | 1M tokens | 1M tokens | Tie |
| Max output | 131K tokens | 64K tokens | GLM-5.2 |
| Input price / 1M | $1.4 ↗ | $0.834 ↗ | Hy4 preview |
| Output price / 1M | $4.4 ↗ | $2.5 ↗ | Hy4 preview |
| Cached input / 1M | $0.26 ↗ | $0.042 ↗ | Hy4 preview |
| Input + output / 1M Lower is cheaper. List prices; batch, tool and regional fees excluded. | $5.8 | $3.34 | Hy4 preview |
| Modalities | text | text | Tie |
| Released | 2026-06-24 | 2026-08-28 | — |
| Cited benchmark scores | 53 | 18 | — |
Reliability
Provider status
Live from /statusMore matchups
GLM-5.2 vs …
Models sharing the most benchmarksMore matchups
Hy4 preview vs …
Models sharing the most benchmarksBuilt by Respan
Which one wins on your data?
Public benchmarks are a starting point. Run GLM-5.2 and Hy4 preview on your own prompts with Respan evals, or route to either through one gateway key with automatic failover.