GLM-4.7 (Reasoning)
Context 200K tokens
Top 5 cheapest providers (Adjusted $/task)
The same list price can give a different adjusted $/task (caching, token efficiency) — click a price for its inputs.
Within the active global provider, residency and confidentiality filters.
| # | Provider | Platform | Raw input $/1M | Raw output $/1M | Adjusted $/task |
|---|---|---|---|---|---|
| 1 | DeepInfra | OpenRouter | $0.400 | $1.75 | |
| 2 | Venice | OpenRouter | $0.400 | $1.93 | |
| 3 | Novita | OpenRouter | $0.540 | $1.98 | |
| 4 | Z.AI | OpenRouter | $0.600 | $2.20 | |
| 5 | Google Vertex AI | Google Vertex AI | $0.600 | $2.20 |
Composite
4 of 7 inputs · 2 from the model family6 radar axes: DesignArena's two boards share one39.6
includes −10.3 for its Benchmaxxing signal (from 49.9; why, switch off in Options)
Benchmaxxing signal +10.3, medium Benchmaxxing tag, uncertain: Based on only 6 comparisons — treat this tag as uncertain · medium report →Based on only 6 comparisons — treat this tag as uncertain.
AA Coding 45.3Coding Agent v1.4 —AA Intelligence 22.2AA Agentic —Epoch ECI 143.5Software ECI —DesignArena —/1059
Radar: percentile among all models measured on each input; a gap means not measured.
Benchmark sheet
16 of 140 registered benchmark versions · bars show the percentile among all models measured on each benchmark.
- Epoch ECI · attached
- DesignArena Full-Stack · attached
Agentic
GDPval-AA v2561,096 Elo
GDPval-AA v2 v2 ↗ · Published board — Tests professional knowledge-work deliverables across occupations using AA's Stirrup harness.
Terminal-Bench Hard (AA)7531.8%
Terminal-Bench Hard (AA) pinned revision 74221fb ↗ · Published board — Tests a pinned 44-task hard subset of terminal-based work using Terminus 2.
Terminal-Bench v2.1 (AA)4645.3%
Terminal-Bench v2.1 (AA) v2.1 ↗ · Published board — Tests terminal-based work on the 89-task verified refresh using Terminus 2.
τ²-Bench Airline (OpenRouter run)6273.0%
τ²-Bench Airline (OpenRouter run) published 2026-09-15 ↗ · Published board — Multi-turn service agents making tool calls under strict policy constraints. (OpenRouter's own reproducible run, as published on openrouter.ai/benchmarks.)
Coding
AA Coding Index5145.3
AA Coding Index published 2026-09-19 ↗ · Published board — Artificial Analysis publishes this board without a version number; we keep the date each result was retained.
DesignArena Full-Stack151,059 Elo
DesignArena Full-Stack published 2026-09-19 ↗ · Published board — Published Elo. Exact source attachment is retained; fewer than 200 battles excludes a row from radar normalization and anomaly peers.
Efficiency
GPQA Diamond (OpenRouter run) — measured cost per task34$0.046
GPQA Diamond (OpenRouter run) — measured cost per task published 2026-09-15 ↗ · Published board — Mean USD OpenRouter actually spent per task while running GPQA Diamond for this configuration.
τ²-Bench Airline (OpenRouter run) — measured cost per task61$0.037
τ²-Bench Airline (OpenRouter run) — measured cost per task published 2026-09-15 ↗ · Published board — Mean USD OpenRouter actually spent per task while running τ²-Bench Airline for this configuration.
Instruction-following
IFBench (AA single-turn)8167.9%
IFBench (AA single-turn) published 2026-09-10 ↗ · Published board — Tests precise single-turn instructions with deterministic rule checks.
Knowledge
Humanity's Last Exam (AA text-only)7827.4%
Humanity's Last Exam (AA text-only) published 2026-09-10 ↗ · Published board — Tests expert-level knowledge on AA's text-only Humanity's Last Exam subset.
AA-Omniscience Index50-36.4
AA-Omniscience Index published 2026-09-10 ↗ · Published board — Tests factual reliability while rewarding correct answers and penalizing hallucinations.
Long-context
AA-LCR v1.16971.0%
AA-LCR v1.1 v1.1 ↗ · Published board — Tests reasoning across multiple long documents with corrected answer keys and grading.
Math
AIME 2025 (AA) v20259795.0%
AIME 2025 (AA) v2025 ↗ · Published board — Advanced mathematical problem solving on AIME I and II 2025.
Reasoning
AA Intelligence Index7422.2
AA Intelligence Index published 2026-09-19 ↗ · Published board — Artificial Analysis publishes this board without a version number; we keep the date each result was retained.
Science
CritPt (AA)691.7%
CritPt (AA) published 2026-09-10 ↗ · Published board — Tests research-level physics reasoning with Python, symbolic and numerical answers.
GPQA Diamond (AA)8085.9%
GPQA Diamond (AA) published 2026-09-10 ↗ · Published board — Tests graduate-level biology, physics and chemistry knowledge on the Diamond subset.
GPQA Diamond (OpenRouter run)5983.2%
GPQA Diamond (OpenRouter run) published 2026-09-15 ↗ · Published board — Graduate-level science questions that resist retrieval and reward careful reasoning. (OpenRouter's own reproducible run, as published on openrouter.ai/benchmarks.)
Tool-use
τ²-Bench Telecom (AA)9695.9%
τ²-Bench Telecom (AA) published 2026-09-10 ↗ · Published board — Tests dual-control telecom agents that coordinate tool use with a simulated user.
τ³-Banking (AA) v1.0.13512.2%
τ³-Banking (AA) v1.0.1 ↗ · Published board — Tests banking support agents that retrieve policies and change account state through tools.
Missing coverage · 126 benchmark versions
No result does not mean a zero, or that the model was never tested. Collection failures and disputed versions retain their distinct status.
Variants / reasoning settings
Artificial Analysis snapshot 2026-09-19 · Data: Artificial Analysis · Data: Epoch AI (CC BY)
| Variant | AA Coding | AA Intelligence |
|---|---|---|
| GLM-4.7 (Reasoning) | 45.3 | 22.2 |
| GLM-4.7 (Non-reasoning) | — | 17.4 |
Token offers by platform · 8 offers (Adjusted $/task)
Click any underlined price to see how it is estimated and where each input comes from. How we calculate adjusted cost.
8 offers within the active global filters; “—” means the catalog is active but no public token price is available.
OpenRouter (6)
| DeepInfra | globaldeepinfra/fp4 | $0.400 raw in $/1M | $1.75 raw out $/1M | |
| Venice | globalvenice/fp4 | $0.400 raw in $/1M | $1.93 raw out $/1M | |
| globalgoogle-vertex | $0.600 raw in $/1M | $2.20 raw out $/1M | ||
| Mancer 2 | globalmancer/fp4 | $0.700 raw in $/1M | $2.50 raw out $/1M | |
| Novita | globalnovita/fp8 | $0.540 raw in $/1M | $1.98 raw out $/1M | |
| Z.AI | globalz-ai/fp4 | $0.600 raw in $/1M | $2.20 raw out $/1M |
Google Vertex AI (1)
| Google Vertex AI | global | $0.600 raw in $/1M | $2.20 raw out $/1M |
AWS Bedrock (1)
| AWS Bedrock | eu-central-1EU | $0.720 raw in $/1M | $2.64 raw out $/1M |