Z.ai (GLM)
GLM 4.7
GLM-4.7 is Z.ai’s latest flagship model, featuring upgrades in two key areas: enhanced programming capabilities and more stable multi-step reasoning/execution. It demonstrates significant improvements in executing complex agent tasks while...
Cost / 1M tokens
Low usage$0.54
input
$0.099
cached input
$1.98
output
Context Window
205K
Up to 131K max output
Modalities
text → text
Other tokenizer
Quickstart & API
z-ai/glm-4.7Best for & Strengths
Key Strengths
Recommended Workloads in ChatOSS
- Coding agents
- Complex reasoning & debugging
- Open-source AI workflows
Verified Evaluations
Benchmarks & Frontier Comparison
How GLM 4.7 compares against leading open-weight and proprietary frontier models across independent agentic coding and reasoning suites.
| Benchmark (Metric) | GLM 4.7 | DeepSeek V4.1 Flash | GLM 5.3 | Kimi K3.1 Pro | Claude Opus 5.5 |
|---|---|---|---|---|---|
| Agentic & Software Engineering | |||||
| ChatOSS Agentic Coding Index (%) | — | 63.2% | 58.3% | 65% | 74.1% |
| SWE-Bench Verified (%) | — | 91.5% | 95.4% | 94.8% | 97% |
| DeepSWE v1.1 (Pass@1 %) | — | 77% | 69% | 73.5% | 74.2% |
| Vibe Code Bench v1.1 (%) | — | 87.7% | 78.1% | 88.4% | 90.3% |
| Terminal-Bench 4.0 (%) | — | 42.3% | 42% | 46.2% | 65.2% |
| Code Migration (%) | — | 45.6% | 44.2% | 52% | 66.7% |
| Intelligence & Token Economics | |||||
| Artificial Analysis Intelligence Index (0–100) | 22.2 | 39.5 | 44.8 | 55.1 | 57.6 |
| Input Price (/ 1M tokens) | $0.54 | $0.15 | $1.40 | $2.00 | $4.00 |
| Output Price (/ 1M tokens) | $1.98 | $0.60 | $4.40 | $10.00 | $20.00 |
Artificial Analysis Intelligence Index
Artificial Analysis
Design Arena: ANDROIDNATIVE
Design Arena · Rank #29 (56.1% win)
Design Arena: FULLSTACK
Design Arena · Rank #36 (45.1% win)
Design Arena: GODOTGAMEDEV
Design Arena · Rank #33 (35.8% win)
Design Arena: MOBILEAPPS
Design Arena · Rank #37 (48.9% win)
Active Provider Endpoints (7)
Upstream inference providers serving GLM 4.7, with per-provider pricing, context limits, quantization, and 24-hour uptime.
| Provider | Input / 1M | Output / 1M | Cache Read / 1M | Context | Max Output | Quantization | Uptime (24h) |
|---|---|---|---|---|---|---|---|
DeepInfracache deepinfra/fp4/flex | $0.32 | $1.40 | $0.064 | 203K | 131K | fp4 | — |
DeepInfracache deepinfra/fp4 | $0.40 | $1.75 | $0.08 | 203K | 131K | fp4 | 99.9% |
Venicecache venice/fp4 | $0.40 | $1.93 | $0.08 | 198K | 16K | fp4 | 93.1% |
Novitacache novita/fp8 | $0.54 | $1.98 | $0.099 | 205K | 131K | fp8 | 99.9% |
Google google-vertex | $0.60 | $2.20 | — | 200K | 128K | — | 0.0% |
Z.AIcache z-ai/fp4 | $0.60 | $2.20 | $0.11 | 203K | 131K | fp4 | 99.9% |
Mancer 2 mancer/fp4 | $0.70 | $2.50 | — | 131K | 118K | fp4 | 75.0% |
Supported API Parameters
Parameters accepted by this model when called through ChatOSS or OpenRouter.
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