Gemma 4 31B (Non-reasoning)
Output 41 tokens/sFirst token 0.9 sContext 256K 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 | Chutes | Chutes | $0.120 | $0.370 | |
| 2 | Chutes | OpenRouter | $0.120 | $0.370 | |
| 3 | DeepInfra | OpenRouter | $0.090 | $0.340 | |
| 4 | Parasail | OpenRouter | $0.150 | $0.400 | |
| 5 | Venice | OpenRouter | $0.120 | $0.360 |
Composite
4 of 7 inputs · 2 from the model family6 radar axes: DesignArena's two boards share one30.3
includes −5.3 for its Benchmaxxing signal (from 35.6; why, switch off in Options)
Benchmaxxing signal +5.3, light Benchmaxxing tag, uncertain: The 80 % interval reaches below zero — treat this tag as uncertain · light report →The 80 % interval reaches below zero — treat this tag as uncertain.
AA Coding 33.2Coding Agent v1.4 —AA Intelligence 13.9AA Agentic —Epoch ECI 142.7Software ECI 144.1DesignArena —/—
Radar: percentile among all models measured on each input; a gap means not measured.
Benchmark sheet
14 of 140 registered benchmark versions · bars show the percentile among all models measured on each benchmark.
- Epoch ECI · attached
- Software ECI · attached
Agentic
GDPval-AA v233691 Elo
GDPval-AA v2 v2 ↗ · Published board — Tests professional knowledge-work deliverables across occupations using AA's Stirrup harness.
Terminal-Bench Hard (AA)7230.3%
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)3329.2%
Terminal-Bench v2.1 (AA) v2.1 ↗ · Published board — Tests terminal-based work on the 89-task verified refresh using Terminus 2.
Coding
AA Coding Index3933.2
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.
Instruction-following
IFBench (AA single-turn)6453.5%
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)5911.8%
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 Index30-51.7
AA-Omniscience Index published 2026-09-10 ↗ · Published board — Tests factual reliability while rewarding correct answers and penalizing hallucinations.
Long-context
AA-LCR v1.14546.7%
AA-LCR v1.1 v1.1 ↗ · Published board — Tests reasoning across multiple long documents with corrected answer keys and grading.
Reasoning
AA Intelligence Index5813.9
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)1510.9%
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)3320.0%
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)240.0%
CritPt (AA) published 2026-09-10 ↗ · Published board — Tests research-level physics reasoning with Python, symbolic and numerical answers.
GPQA Diamond (AA)5976.3%
GPQA Diamond (AA) published 2026-09-10 ↗ · Published board — Tests graduate-level biology, physics and chemistry knowledge on the Diamond subset.
Tool-use
τ²-Bench Telecom (AA)5965.5%
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) v1.0.1258.9%
τ³-Banking (AA) v1.0.1 ↗ · Published board — Tests banking support agents that retrieve policies and change account state through tools.
Vision
MMMU Pro (AA)5570.3%
MMMU Pro (AA) published 2026-09-10 ↗ · Published board — Tests multimodal understanding using challenging ten-option questions.
Missing coverage · 129 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 |
|---|---|---|
| Gemma 4 31B (Reasoning) | 43.4 | 15.4 |
| Gemma 4 31B (Non-reasoning) | 33.2 | 13.9 |
Token offers by platform · 17 offers (Adjusted $/task)
Click any underlined price to see how it is estimated and where each input comes from. How we calculate adjusted cost.
17 offers within the active global filters; “—” means the catalog is active but no public token price is available.
Chutes (1)
| Chutes | globalTEE | $0.120 raw in $/1M | $0.370 raw out $/1M |
OpenRouter (13)
| Chutes | globalchutes/fp4 | $0.120 raw in $/1M | $0.370 raw out $/1M | |
| DeepInfra | globaldeepinfra/turbo | $0.090 raw in $/1M | $0.340 raw out $/1M | |
| Parasail | globalparasail/fp8 | $0.150 raw in $/1M | $0.400 raw out $/1M | |
| Venice | globalvenice/fp4 | $0.120 raw in $/1M | $0.360 raw out $/1M | |
| CoreWeave | globalcoreweave/fp4 | $0.100 raw in $/1M | $0.340 raw out $/1M | |
| DeepInfra | globaldeepinfra/fp8 | $0.130 raw in $/1M | $0.380 raw out $/1M | |
| Novita | globalnovita/bf16 | $0.140 raw in $/1M | $0.400 raw out $/1M | |
| Together | globaltogether | $0.390 raw in $/1M | $0.970 raw out $/1M | |
| ModelRun | globalmodelrun/fp4 | $0.750 raw in $/1M | $1.00 raw out $/1M | |
| Crusoe | globalcrusoe/bf16 | $0.140 raw in $/1M | $0.400 raw out $/1M | |
| DeepInfra | globaldeepinfra/ultra | $0.270 raw in $/1M | $0.760 raw out $/1M | |
| SambaNova | globalsambanova | $0.380 raw in $/1M | $1.15 raw out $/1M | |
| SiliconFlow | globalsiliconflow/fp8 | $0.750 raw in $/1M | $1.00 raw out $/1M |
TrustedTokens (1)
| TrustedTokens | euEU | $0.340 raw in $/1M | $0.920 raw out $/1M |
AWS Bedrock (1)
| AWS Bedrock | eu-central-1EU | $0.168 raw in $/1M | $0.480 raw out $/1M |
STACKIT (1)
| STACKIT | eu01EU | $0.516 raw in $/1M | $0.745 raw out $/1M |