GLM 5.3 Flash
Output 97 tokens/sFirst token 2.3 sContext 1M 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 | $0.075 | $0.250 | |
| 2 | Relace | OpenRouter | $0.090 | $0.300 | |
| 3 | InferenceNet | OpenRouter | $0.090 | $0.280 | |
| 4 | Wafer | OpenRouter | $0.100 | $0.350 | |
| 5 | Novita | OpenRouter | $0.132 | $0.440 |
Composite
4 of 7 inputs · 2 from the model family6 radar axes: DesignArena's two boards share one78.1
AA Coding 71.5Coding Agent v1.4 —AA Intelligence 41.9AA Agentic 51.2Epoch ECI 151.4Software ECI 154.1DesignArena —/—
Radar: percentile among all models measured on each input; a gap means not measured.
Benchmark sheet
22 of 140 registered benchmark versions · bars show the percentile among all models measured on each benchmark.
- Epoch ECI · attached
- Software ECI · attached
Agentic
AA-Briefcase861,455 Elo
AA-Briefcase published 2026-09-10 ↗ · Published board — Tests multi-week professional knowledge-work projects with linked tasks and large source collections.
GDPval-AA v2981,669 Elo
GDPval-AA v2 v2 ↗ · Published board — Tests professional knowledge-work deliverables across occupations using AA's Stirrup harness.
Terminal-Bench v2.1 (AA)8784.3%
Terminal-Bench v2.1 (AA) v2.1 ↗ · Published board — Tests terminal-based work on the 89-task verified refresh using Terminus 2.
Terminal-Bench v4.0 (AA)8732.8%
Terminal-Bench v4.0 (AA) v4.0 ↗ · Published board — Tests terminal-based work on the 66-task release using mini-SWE-agent v2.4.6.
τ²-Bench Airline (OpenRouter run)7575.3%
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.)
AA Agentic Index9451.2
AA Agentic Index published 2026-09-18 ↗ · Published board — Artificial Analysis publishes one Agentic Index per model, measured on its primary configuration and relayed by OpenRouter's Benchmarks API; the value is attached at family scope on the deterministic representative. Artificial Analysis publishes this board without a version number; we keep the date each result was retained.
Coding
SciCode (AA subproblems) v1.0.16651.6%
SciCode (AA subproblems) v1.0.1 ↗ · Published board — Tests scientific Python programming with scientist-annotated background information.
KernelBench-CUDA: DeepSeek NSA (RTX PRO 6000) vrtx-pro-600004.45
KernelBench-CUDA: DeepSeek NSA (RTX PRO 6000) vrtx-pro-6000 ↗ · Published board — Implement DeepSeek’s Native Sparse Attention block (block top-n routing + sparse attention) as a CUDA kernel over a frozen shape sweep.
KernelBench-CUDA: MegaQwen Decode (RTX PRO 6000) vrtx-pro-6000203.92
KernelBench-CUDA: MegaQwen Decode (RTX PRO 6000) vrtx-pro-6000 ↗ · Published board — Improve the known MegaQwen CUDA megakernel geometry for decode-only token throughput at context lengths 2k–128k; prefill is untimed.
AA Coding Index8371.5
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.
Efficiency
GPQA Diamond (OpenRouter run) — measured cost per task69$0.009
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 task100$0.0057
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.
Knowledge
Humanity's Last Exam (AA text-only)9139.9%
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 Index877.47
AA-Omniscience Index published 2026-09-10 ↗ · Published board — Tests factual reliability while rewarding correct answers and penalizing hallucinations.
Long-context
GDP.pdf (AA)6315.4%
GDP.pdf (AA) published 2026-09-10 ↗ · Published board — Tests professional reasoning over long PDFs with AA document preparation and grading.
AA-LCR v1.18980.0%
AA-LCR v1.1 v1.1 ↗ · Published board — Tests reasoning across multiple long documents with corrected answer keys and grading.
MLCR-AA9051.1%
MLCR-AA published 2026-09-10 ↗ · Published board — Tests medical-record synthesis and reasoning across long, fragmented case documents.
Reasoning
AA Intelligence Index9541.9
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)9015.4%
CritPt (AA) published 2026-09-10 ↗ · Published board — Tests research-level physics reasoning with Python, symbolic and numerical answers.
GPQA Diamond (AA)9291.2%
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)7385.8%
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
AutomationBench-AA v1.0.69360.4%
AutomationBench-AA v1.0.6 ↗ · Published board — Tests multi-app SaaS workflows through REST tools on a held-out AutomationBench split.
EnterpriseOps-Gym-AA2633.2%
EnterpriseOps-Gym-AA published 2026-09-10 ↗ · Published board — Tests enterprise workflows through MCP tools against resettable application environments.
τ³-Banking (AA) v1.0.19647.2%
τ³-Banking (AA) v1.0.1 ↗ · Published board — Tests banking support agents that retrieve policies and change account state through tools.
Missing coverage · 121 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.
Token offers by platform · 28 offers (Adjusted $/task)
Click any underlined price to see how it is estimated and where each input comes from. How we calculate adjusted cost.
28 offers within the active global filters; “—” means the catalog is active but no public token price is available.
OpenRouter (23)
| DeepInfra | globaldeepinfra/fp4 | $0.075 raw in $/1M | $0.250 raw out $/1M | |
| Relace | globalrelace | $0.090 raw in $/1M | $0.300 raw out $/1M | |
| InferenceNet | globalinference-net/fp4 | $0.090 raw in $/1M | $0.280 raw out $/1M | |
| Wafer | globalwafer | $0.100 raw in $/1M | $0.350 raw out $/1M | |
| Novita | globalnovita/fp8 | $0.132 raw in $/1M | $0.440 raw out $/1M | |
| Sail Research | globalsail-research/us | $0.142 raw in $/1M | $0.475 raw out $/1M | |
| Sail Research | globalsail-research/fp8 | $0.142 raw in $/1M | $0.475 raw out $/1M | |
| BaseTen | globalbaseten/fp8 | $0.150 raw in $/1M | $0.500 raw out $/1M | |
| Fireworks | globalfireworks | $0.150 raw in $/1M | $0.500 raw out $/1M | |
| Phala | globalphala/fp8TEE | $0.150 raw in $/1M | $0.500 raw out $/1M | |
| SiliconFlow | globalsiliconflow/fp8 | $0.150 raw in $/1M | $0.500 raw out $/1M | |
| DigitalOcean | globaldigitalocean | $0.150 raw in $/1M | $0.500 raw out $/1M | |
| Together | globaltogether | $0.150 raw in $/1M | $0.500 raw out $/1M | |
| Reka | globalreka/fp8 | $0.150 raw in $/1M | $0.500 raw out $/1M | |
| Parasail | globalparasail/fp8 | $0.150 raw in $/1M | $0.500 raw out $/1M | |
| Venice | globalvenice | $0.150 raw in $/1M | $0.500 raw out $/1M | |
| Io Net | globalio-net/fp8 | $0.150 raw in $/1M | $0.500 raw out $/1M | |
| Z.AI | globalz-ai/fp8 | $0.150 raw in $/1M | $0.500 raw out $/1M | |
| Near AI | globalnear-ai/fp8 | $0.150 raw in $/1M | $0.500 raw out $/1M | |
| CoreWeave | globalcoreweave/nvfp4 | $0.150 raw in $/1M | $0.500 raw out $/1M | |
| NextBit | globalnextbit/fp8EU | $0.180 raw in $/1M | $0.600 raw out $/1M | |
| Modal | globalmodal/fp8 | $0.450 raw in $/1M | $1.50 raw out $/1M | |
| Crusoe | globalcrusoe/fp4 | $0.150 raw in $/1M | $0.500 raw out $/1M |
TrustedTokens (1)
| TrustedTokens | euEU | $0.170 raw in $/1M | $0.340 raw out $/1M |
Inceptron (1)
| Inceptron | euEU | $0.150 raw in $/1M | $0.500 raw out $/1M |
TensorX (1)
| TensorX | euEU | $0.200 raw in $/1M | $0.500 raw out $/1M |
Nebius (1)
| Nebius | us | $0.150 raw in $/1M | $0.500 raw out $/1M |
T-Systems LLM Hub (1)
| T-Systems LLM Hub | euEU | — raw in $/1M | — raw out $/1M |