GLM-5.3 (max)
Output 63 tokens/sFirst token 2.7 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 | Phala | OpenRouter | $0.910 | $2.86 | |
| 2 | Novita | OpenRouter | $0.910 | $2.86 | |
| 3 | Sail Research | OpenRouter | $1.02 | $3.29 | |
| 4 | DigitalOcean | OpenRouter | $0.910 | $2.86 | |
| 5 | DeepInfra | OpenRouter | $0.900 | $3.00 |
Composite
4 of 7 inputs · 2 from the model family6 radar axes: DesignArena's two boards share one85.8
includes −1.6 for its Benchmaxxing signal (from 87.4; why, switch off in Options)
AA Coding 74.8Coding Agent v1.4 —AA Intelligence 44.9AA Agentic 53.4Epoch ECI 155.3Software ECI 160.3DesignArena —/—
Radar: percentile among all models measured on each input; a gap means not measured.
Benchmark sheet
41 of 140 registered benchmark versions · bars show the percentile among all models measured on each benchmark.
- Epoch ECI · attached
- Software ECI · attached
Agentic
AA-Briefcase911,513 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 v2971,667 Elo
GDPval-AA v2 v2 ↗ · Published board — Tests professional knowledge-work deliverables across occupations using AA's Stirrup harness.
Terminal-Bench v2.1 (AA)8683.9%
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)9241.9%
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.
Vals Index v2 (Vals AI)4757.0%
Vals Index v2 (Vals AI) v2 ↗ · Published board — GDP-weighted average of agentic model performance across finance, coding and legal tasks.
Finance Agent v2 (Vals Index v2)6355.8%
Finance Agent v2 (Vals Index v2) v2 ↗ · Published board — Multi-step financial reasoning tasks.
Terminal-Bench 2.1 (Vals Index v2)4771.5%
Terminal-Bench 2.1 (Vals Index v2) v2 ↗ · Published board — Command-line interface problem solving, as run by Vals AI.
HLAB — Harvey's Legal Agent Benchmark (Vals Index v2)668.3%
HLAB — Harvey's Legal Agent Benchmark (Vals Index v2) v2 ↗ · Published board — Long-horizon legal work product creation. Vals AI's run of Harvey's Legal Agent Benchmark, reported as accuracy — not comparable with Artificial Analysis' Harvey LAB-AA row.
τ²-Bench Airline (OpenRouter run)9778.3%
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 Index9753.4
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) v1.0.19659.0%
SciCode (AA subproblems) v1.0.1 ↗ · Published board — Tests scientific Python programming with scientist-annotated background information.
Vibe Code Bench (Vals Index v2)6578.1%
Vibe Code Bench (Vals Index v2) v2 ↗ · Published board — End-to-end app-building tasks.
Code Migration (Vals Index v2 subset)5943.2%
Code Migration (Vals Index v2 subset) v2 ↗ · Published board — Porting projects to another language, including COBOL modernization.
FrontierCode 1.1 Main (Cognition) v1.1no percentile40.1%
FrontierCode 1.1 Main (Cognition) v1.1 ↗ · chisel — Whether a maintainer would merge the agent's pull request, on tasks crafted by open-source maintainers and graded with tests, rubrics and verifiers.
DeepSWE (Datacurve, via Epoch AI)7669.0%
DeepSWE (Datacurve, via Epoch AI) published 2026-09-15 ↗ · mini-swe-agent — Pass rate of coding agents on original, long-horizon software engineering tasks, run by Datacurve with the mini-swe-agent harness.
FrontierSWE v27130.2%
FrontierSWE v2 v2 ↗ · proximus — 34 hand-written real-world software tasks: each model attempts every task in its own CLI agent harness for 5 trials per task under a 20-hour budget, scored by the site’s own review protocol; the headline value is mean@5 in percent with best@5/worst@5 bounds.
AA Coding Index8974.8
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
Vals Index v2 cost per test (Vals AI)30$6.73
Vals Index v2 cost per test (Vals AI) v2 ↗ · Published board — Vals AI's published USD cost per test for each model on the Vals Index v2.
FrontierCode 1.1 Main cost per rollout (Cognition) v1.1no percentile$16.91
FrontierCode 1.1 Main cost per rollout (Cognition) v1.1 ↗ · chisel — Cognition's published mean USD spend per rollout for each FrontierCode 1.1 Main model and reasoning effort.
GPQA Diamond (OpenRouter run) — measured cost per task20$0.12
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 task35$0.098
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)9342.3%
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 Index9014.3
AA-Omniscience Index published 2026-09-10 ↗ · Published board — Tests factual reliability while rewarding correct answers and penalizing hallucinations.
Legal Research Bench (Vals Index v2)8849.0%
Legal Research Bench (Vals Index v2) v2 ↗ · Published board — Case and statute research with citation-backed answers.
SimpleQA Verified (run by Epoch AI)2941.0%
SimpleQA Verified (run by Epoch AI) published 2026-09-16 ↗ · Published board — Short fact-seeking questions answered without tools, testing whether a model knows a fact rather than guessing; Google DeepMind's cleaned version of OpenAI's SimpleQA, run by Epoch AI.
Long-context
GDP.pdf (AA)5111.2%
GDP.pdf (AA) published 2026-09-10 ↗ · Published board — Tests professional reasoning over long PDFs with AA document preparation and grading.
AA-LCR v1.18879.7%
AA-LCR v1.1 v1.1 ↗ · Published board — Tests reasoning across multiple long documents with corrected answer keys and grading.
MLCR-AA8948.3%
MLCR-AA published 2026-09-10 ↗ · Published board — Tests medical-record synthesis and reasoning across long, fragmented case documents.
Math
FrontierMath Tiers 1–3 v2 (Epoch AI)6168.8%
FrontierMath Tiers 1–3 v2 (Epoch AI) v2 ↗ · Published board — Unpublished, expert-written mathematics problems from undergraduate to research level with automatically checkable answers, run by Epoch AI on its private v2 set.
FrontierMath Tier 4 v2 (Epoch AI)3829.3%
FrontierMath Tier 4 v2 (Epoch AI) v2 ↗ · Published board — The hardest, research-level tier of Epoch AI's unpublished FrontierMath problems, run by Epoch AI on its private v2 set.
Reasoning
Chess Puzzles (Epoch AI)4621.0%
Chess Puzzles (Epoch AI) published 2026-09-18 ↗ · Published board — Best-move selection on 100 novel chess positions generated programmatically by Epoch AI, each with a single Stockfish-verified best move; probes spatial reasoning and planning.
Mystery Game Puzzles (Epoch AI)5933.0%
Mystery Game Puzzles (Epoch AI) published 2026-09-18 ↗ · Published board — Best-move selection on 100 mid-game positions of a well-known game whose identity Epoch deliberately keeps undisclosed, generated programmatically like Chess Puzzles.
AA Intelligence Index9744.9
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.
Safety/Alignment
BullshitBench V1 (clear pushback)7650.9%
BullshitBench V1 (clear pushback) published 2026-09-10 ↗ · Published board — Whether a model rejects the broken premise of 55 deliberately nonsensical prompts (V1 question set) instead of answering them confidently.
BullshitBench V2 (clear pushback)8266.0%
BullshitBench V2 (clear pushback) published 2026-09-10 ↗ · Published board — Whether a model rejects the broken premise of 100 deliberately nonsensical prompts (V2 question set) instead of answering them confidently.
Science
CritPt (AA)9319.1%
CritPt (AA) published 2026-09-10 ↗ · Published board — Tests research-level physics reasoning with Python, symbolic and numerical answers.
GPQA Diamond (AA)9391.7%
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)7686.0%
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.)
GPQA Diamond (Epoch AI run)6990.9%
GPQA Diamond (Epoch AI run) published 2026-09-18 ↗ · Published board — Epoch AI's own inspect-ai runs of GPQA Diamond, the 198-question graduate-level science multiple-choice set.
Tool-use
AutomationBench-AA v1.0.69562.2%
AutomationBench-AA v1.0.6 ↗ · Published board — Tests multi-app SaaS workflows through REST tools on a held-out AutomationBench split.
EnterpriseOps-Gym-AA3436.4%
EnterpriseOps-Gym-AA published 2026-09-10 ↗ · Published board — Tests enterprise workflows through MCP tools against resettable application environments.
τ³-Banking (AA) v1.0.19950.3%
τ³-Banking (AA) v1.0.1 ↗ · Published board — Tests banking support agents that retrieve policies and change account state through tools.
Excel Modeling Benchmark (Vals Index v2)2856.3%
Excel Modeling Benchmark (Vals Index v2) v2 ↗ · Published board — Building and editing financial models in spreadsheets.
Unusual results
1 threshold-crossing signal flagged · 39 eligible benchmark families
How flags are calculated
Heuristic screen, not statistical significance: benchmark families are correlated and source uncertainty is unknown. Peer evidence needs ≥ 20 independently measured matched configurations from ≥ 10 distinct model families. A flag needs a directed population z-score of magnitude ≥ 1.5 and a gap of ≥ 1.5 from the leave-one-benchmark-family-out mean z in the same direction, over ≥ 5 other benchmark families.
- unusually strong AA Intelligence Index published 2026-09-19
Why
Observed: 44.9 pointsPeer mean 15.94317 · peer sd 11.48893 · n 644 · families 483Directed z 2.52 · baseline z 0.741 · gap 1.78 · profile n 3844.9 pointsmeasuredobserved 2026-09-19artificialanalysis.ai ↗Evidence
Axis: AA Intelligence Index · published 2026-09-19 · Published boardExact value:44.9pointsObserved: 2026-09-19 · publication date: not recordedObservation id:legacy:aa_intelligence_index:glm-5.3::maxProtocol: inspect · filedata/raw/artificialanalysis.json
Missing coverage · 102 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 · 29 offers (Adjusted $/task)
Click any underlined price to see how it is estimated and where each input comes from. How we calculate adjusted cost.
29 offers within the active global filters; “—” means the catalog is active but no public token price is available.
OpenRouter (25)
| Phala | globalphalaTEE | $0.910 raw in $/1M | $2.86 raw out $/1M | |
| Novita | globalnovita/fp8 | $0.910 raw in $/1M | $2.86 raw out $/1M | |
| Sail Research | globalsail-research/fp8 | $1.02 raw in $/1M | $3.29 raw out $/1M | |
| DigitalOcean | globaldigitalocean | $0.910 raw in $/1M | $2.86 raw out $/1M | |
| DeepInfra | globaldeepinfra/fp4 | $0.900 raw in $/1M | $3.00 raw out $/1M | |
| InferenceNet | globalinference-net/fp4 | $0.900 raw in $/1M | $3.00 raw out $/1M | |
| Inceptron | globalinceptron/fp4EU | $1.07 raw in $/1M | $4.00 raw out $/1M | |
| Z.AI | globalz-ai/fp8 | $1.40 raw in $/1M | $4.40 raw out $/1M | |
| Io Net | globalio-net/fp8 | $0.910 raw in $/1M | $3.08 raw out $/1M | |
| Crusoe | globalcrusoe/fp4 | $1.40 raw in $/1M | $4.40 raw out $/1M | |
| Reka | globalreka/fp8 | $0.936 raw in $/1M | $3.17 raw out $/1M | |
| SiliconFlow | globalsiliconflow/fp8 | $1.12 raw in $/1M | $3.52 raw out $/1M | |
| Together | globaltogether | $1.40 raw in $/1M | $4.40 raw out $/1M | |
| Morph | globalmorph/fp8 | $1.02 raw in $/1M | $3.19 raw out $/1M | |
| Makora | globalmakora/fp4 | $1.05 raw in $/1M | $4.20 raw out $/1M | |
| Modal | globalmodal | $1.40 raw in $/1M | $4.40 raw out $/1M | |
| Fireworks | globalfireworks | $1.40 raw in $/1M | $4.40 raw out $/1M | |
| Decart | globaldecart/fp4 | $1.19 raw in $/1M | $3.74 raw out $/1M | |
| Sail Research | globalsail-research/us | $1.21 raw in $/1M | $3.87 raw out $/1M | |
| BaseTen | globalbaseten/fp4 | $1.40 raw in $/1M | $4.40 raw out $/1M | |
| Venice | globalvenice | $1.40 raw in $/1M | $4.40 raw out $/1M | |
| Parasail | globalparasail/fp8 | $1.40 raw in $/1M | $4.40 raw out $/1M | |
| AkashML | globalakashml/fp8 | $1.30 raw in $/1M | $4.40 raw out $/1M | |
| Wafer | globalwafer | $1.40 raw in $/1M | $4.40 raw out $/1M | |
| BaseTen | globalbaseten/fp8 | $2.10 raw in $/1M | $6.60 raw out $/1M |
Inceptron (1)
| Inceptron | euEU | $1.07 raw in $/1M | $4.00 raw out $/1M |
TrustedTokens (1)
| TrustedTokens | euEU | $1.72 raw in $/1M | $5.16 raw out $/1M |
TensorX (1)
| TensorX | euEU | $1.75 raw in $/1M | $4.50 raw out $/1M |
Nebius (1)
| Nebius | us | $1.40 raw in $/1M | $4.40 raw out $/1M |