GLM-5 (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 | SiliconFlow | OpenRouter | $0.950 | $2.55 | |
| 2 | Venice | OpenRouter | $1.00 | $3.20 | |
| 3 | Novita | OpenRouter | $1.00 | $3.20 | |
| 4 | Z.AI | OpenRouter | $1.00 | $3.20 | |
| 5 | Google Vertex AI | Google Vertex AI | $1.00 | $3.20 |
Composite
4 of 7 inputs · 3 from the model family6 radar axes: DesignArena's two boards share one60.1
AA Coding —Coding Agent v1.4 —AA Intelligence 27.9AA Agentic —Epoch ECI 145.8Software ECI 148.6DesignArena —/1132
Radar: percentile among all models measured on each input; a gap means not measured.
Benchmark sheet
13 of 140 registered benchmark versions · bars show the percentile among all models measured on each benchmark.
- Epoch ECI · attached
- Software ECI · attached
- DesignArena Full-Stack · attached
Agentic
APEX-Agents-AA2814.5%
APEX-Agents-AA published 2026-09-10 ↗ · Published board — Tests professional-service tasks that require agents to produce locally graded deliverables.
Terminal-Bench Hard (AA)9043.2%
Terminal-Bench Hard (AA) pinned revision 74221fb ↗ · Published board — Tests a pinned 44-task hard subset of terminal-based work using Terminus 2.
τ²-Bench Airline (OpenRouter run)7475.3%
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
DesignArena Full-Stack351,132 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 task31$0.071
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 task62$0.036
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)8972.3%
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)8129.3%
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 Index820.27
AA-Omniscience Index published 2026-09-10 ↗ · Published board — Tests factual reliability while rewarding correct answers and penalizing hallucinations.
Long-context
AA-LCR v1.17875.7%
AA-LCR v1.1 v1.1 ↗ · Published board — Tests reasoning across multiple long documents with corrected answer keys and grading.
Reasoning
AA Intelligence Index8527.9
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)702.0%
CritPt (AA) published 2026-09-10 ↗ · Published board — Tests research-level physics reasoning with Python, symbolic and numerical answers.
GPQA Diamond (AA)7082.0%
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)4178.6%
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)9898.2%
τ²-Bench Telecom (AA) published 2026-09-10 ↗ · Published board — Tests dual-control telecom agents that coordinate tool use with a simulated user.
Missing coverage · 130 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-5 (Reasoning) | — | 27.9 |
| GLM-5 (Non-reasoning) | — | 21.8 |
Token offers by platform · 7 offers (Adjusted $/task)
Click any underlined price to see how it is estimated and where each input comes from. How we calculate adjusted cost.
7 offers within the active global filters; “—” means the catalog is active but no public token price is available.
OpenRouter (5)
| SiliconFlow | globalsiliconflow/fp8 | $0.950 raw in $/1M | $2.55 raw out $/1M | |
| Venice | globalvenice/fp8 | $1.00 raw in $/1M | $3.20 raw out $/1M | |
| Novita | globalnovita/fp8 | $1.00 raw in $/1M | $3.20 raw out $/1M | |
| Z.AI | globalz-ai/fp8 | $1.00 raw in $/1M | $3.20 raw out $/1M | |
| Amazon Bedrock | globalamazon-bedrock | $1.00 raw in $/1M | $3.20 raw out $/1M |
Google Vertex AI (1)
| Google Vertex AI | global | $1.00 raw in $/1M | $3.20 raw out $/1M |
AWS Bedrock (1)
| AWS Bedrock | eu-central-1EU | $1.20 raw in $/1M | $3.84 raw out $/1M |