Compare / head-to-head
GLM-5.2vsKimi K3
Kimi K3 leads 11 of 11 shared benchmarks. GLM-5.2 is 3.1x 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
0 – 11
Kimi K3 leads
Cheaper per token
GLM-5.2
3.1x cheaper, input + output
Larger context
Tie
both 1M tokens
Provider uptime (30d)
— · 100%
Z.ai · Moonshot AI
GLM-5.2
Z.ai · released 2026-06-24
text
Quality
Benchmark matrix
11 shared · 14 only GLM-5.2 · 46 only Kimi K3| Benchmark | GLM-5.2 | Kimi K3 | Δ | Edge |
|---|---|---|---|---|
| Reported by both · 11 | ||||
| GPQA Diamond | 91.9% ↗epoch | 93.5% ↗ | -1.6 pt | Kimi K3 |
| AIME 2026 | 90% ↗matharena ⚠ | 96.7% ↗matharena ⚠ | -6.7 pt | Kimi K3 |
| DeepSWE v1.1 | 46.2% ↗ | 67.3% ↗ | -21.1 pt | Kimi K3 |
| FrontierMath Tier 4 v2 (Epoch AI run) | 29.3% ↗epoch | 39% ↗epoch | -9.7 pt | Kimi K3 |
| FrontierMath Tiers 1-3 v2 (Epoch AI run) | 59.2% ↗epoch | 72.2% ↗epoch | -13 pt | Kimi K3 |
| FrontierSWE | 67.5% ↗ | 81.2% ↗ | -13.7 pt | Kimi K3 |
| GDPval-AA v2 | 1508 ↗ | 1686 ↗ | -178 | Kimi K3 |
| OTIS Mock AIME 2024-2025 (Epoch AI run) | 86.4% ↗epoch | 97.2% ↗epoch | -10.8 pt | Kimi K3 |
| PostTrainBench | 31.7% ↗ | 36.6% ↗ | -4.9 pt | Kimi K3 |
| SimpleQA Verified | 34.2% ↗epoch | 50.6% ↗epoch | -16.4 pt | Kimi K3 |
| Terminal-Bench 2.1 | 81% ↗ | 88.3% ↗ | -7.3 pt | Kimi K3 |
| Only GLM-5.2 reports · 14 | ||||
| Agents' Last Exam (ALE-CLI) | 23.8% ↗ | not reported | — | — |
| AutomationBench v1.0.6 | 26.2% ↗ | not reported | — | — |
| CyberGym | 77.2% ↗ | not reported | — | — |
| ExploitBench | 24.4% ↗ | not reported | — | — |
| ExploitGym 2h | 29 ↗ | not reported | — | — |
| ExploitGym 6h | 39 ↗ | not reported | — | — |
| HLE (with tools) | 54.7% ↗ | not reported | — | — |
| NL2Repo | 48.9% ↗ | not reported | — | — |
| ProgramBench (Almost Solved) | 9.5% ↗ | not reported | — | — |
| SWE-Bench Pro | 62.1% ↗ | not reported | — | — |
| SWE-bench Verified (Epoch AI run) | 78.7% ↗epoch | not reported | — | — |
| SWE-Marathon v1.1 | 19.4% ↗ | not reported | — | — |
| Terminal-Bench 3.0 | 4.6% ↗ | not reported | — | — |
| Toolathlon Verified | 59.9% ↗ | not reported | — | — |
| Only Kimi K3 reports · 46 | ||||
| Humanity's Last Exam (no tools) | not reported | 43.5% ↗ | — | — |
| AA-Briefcase | not reported | 1548 ↗ | — | — |
| AA-LCR | not reported | 74.7% ↗ | — | — |
| Agents' Last Exam | not reported | 28.3% ↗ | — | — |
| APEX-Agents | not reported | 41% ↗ | — | — |
| AutomationBench | not reported | 30.8% ↗ | — | — |
| BabyVision (with Python) | not reported | 85.7% ↗ | — | — |
| BrowseComp (1M context, no compaction) | not reported | 90.4% ↗ | — | — |
| BrowseComp (context compaction) | not reported | 91.2% ↗ | — | — |
| CharXiv Reasoning (no tools) | not reported | 84.8% ↗ | — | — |
| CharXiv Reasoning (with Python) | not reported | 91.3% ↗ | — | — |
| CorpFin v2 | not reported | 71.6% ↗ | — | — |
| CritPt | not reported | 23.4% ↗ | — | — |
| DeepSearchQA (F1) | not reported | 95% ↗ | — | — |
| DeepSWE v1.1 (Kimi Code) | not reported | 67.5% ↗ | — | — |
| Finance Agent v2 | not reported | 54.4% ↗ | — | — |
| Harvey Lab-AA | not reported | 94.6% ↗ | — | — |
| Humanity's Last Exam (with tools) | not reported | 56% ↗ | — | — |
| JobBench | not reported | 54.3% ↗ | — | — |
| Kimi Code Bench 2.0 | not reported | 72.9% ↗ | — | — |
| Legal Research Bench | not reported | 44.2% ↗ | — | — |
| MathVision (no tools) | not reported | 94.3% ↗ | — | — |
| MathVision (with Python) | not reported | 97.8% ↗ | — | — |
| MCP-Atlas | not reported | 84.2% ↗ | — | — |
| MCPMark-Verified | not reported | 94.5% ↗ | — | — |
| MLS-Bench-Lite | not reported | 48.3% ↗ | — | — |
| MMMU-Pro (no tools) | not reported | 81.6% ↗ | — | — |
| MMMU-Pro (with Python) | not reported | 83.4% ↗ | — | — |
| MMVU | not reported | 82.1% ↗ | — | — |
| OfficeQA Pro | not reported | 63.3% ↗ | — | — |
| OmniDocBench | not reported | 91.1% ↗ | — | — |
| OSWorld 2.0 | not reported | 58.3% ↗ | — | — |
| OSWorld-Verified | not reported | 84.8% ↗ | — | — |
| PerceptionBench | not reported | 58.5% ↗ | — | — |
| ProgramBench | not reported | 77.8% ↗ | — | — |
| ResearchRubrics | not reported | 76.2% ↗ | — | — |
| SaaS-Bench | not reported | 60.1% ↗ | — | — |
| SciCode | not reported | 58.7% ↗ | — | — |
| SpreadsheetBench 2 | not reported | 34.8% ↗ | — | — |
| SWE-Marathon | not reported | 42% ↗ | — | — |
| tau3-Banking | not reported | 33.4% ↗ | — | — |
| Toolathlon-Verified | not reported | 76.5% ↗ | — | — |
| Video-MME (with subtitles) | not reported | 90% ↗ | — | — |
| WorldVQA ForceAnswer | not reported | 51% ↗ | — | — |
| ZeroBench pass@5 (no tools) | not reported | 23% ↗ | — | — |
| ZeroBench pass@5 (with Python) | not reported | 41% ↗ | — | — |
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 Kimi K3 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 | Kimi K3 | Edge |
|---|---|---|---|
| Context window | 1M tokens | 1M tokens | Tie |
| Max output | 131K tokens | 1.0M tokens | Kimi K3 |
| Input price / 1M | $1.4 ↗ | $3 ↗ | GLM-5.2 |
| Output price / 1M | $4.4 ↗ | $15 ↗ | GLM-5.2 |
| Cached input / 1M | $0.26 ↗ | $0.3 ↗ | GLM-5.2 |
| Input + output / 1M Lower is cheaper. List prices; batch, tool and regional fees excluded. | $5.8 | $18 | GLM-5.2 |
| Modalities | text | text · vision | Kimi K3 |
| Released | 2026-06-24 | 2026-07-16 | — |
| Cited benchmark scores | 26 | 59 | — |
Reliability
Provider status
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