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gpt-oss-120b (High)

open weights
OpenAI · released 2025-08-05 · 37 offers

Output 214 tokens/sFirst token 0.5 sContext 131K 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.

#ProviderAdjusted $/task
1Near AIvia OpenRouter — Price via OpenRouter: OpenRouter's price for Near AI's endpoint (https://openrouter.ai/openai/gpt-oss-120b/providers), collected 2026-11-03.
2Venicevia OpenRouter — Price via OpenRouter: OpenRouter's price for Venice's endpoint (https://openrouter.ai/openai/gpt-oss-120b/providers), collected 2026-11-03.
3PrimeIntellectvia OpenRouter — Price via OpenRouter: OpenRouter's price for PrimeIntellect's endpoint (https://openrouter.ai/openai/gpt-oss-120b/providers), collected 2026-11-03.
4CoreWeavevia OpenRouter — Price via OpenRouter: OpenRouter's price for CoreWeave's endpoint (https://openrouter.ai/openai/gpt-oss-120b/providers), collected 2026-11-03.
5DekaLLMvia OpenRouter — Price via OpenRouter: OpenRouter's price for DekaLLM's endpoint (https://openrouter.ai/openai/gpt-oss-120b/providers), collected 2026-11-03.

Composite

4 of 7 inputs · 2 from the model family6 radar axes: DesignArena's two boards share one

14.5

includes −2.3 for its Benchmaxxing signal (from 16.8; why, switch off in Options)

AA Coding v4.xCoding Agent v1.4AA Intelligence (est.)AA AgenticEpoch ECISoftware ECIDesignArenaAA Coding v4.x: percentile 37AA Intelligence (est.): percentile 46AA Agentic: percentile 37Epoch ECI: percentile 17Software ECI: percentile 5

AA Coding v4.x 30.4Coding Agent v1.4 —AA Intelligence (est.) 5.1AA Agentic 6.2Epoch ECI 139.8Software ECI 139.0DesignArena —/—

Radar: percentile among all models measured on each input; a gap means not measured.

Benchmark sheet

31 of 319 registered benchmark versions · bars show the percentile among all models measured on each benchmark.

Composite attachments (used in the score, not counted as exact benchmarks):
  • Epoch ECI · attached
  • Software ECI · attached
Compare this model →

Agentic

  • APEX-Agents-AA103.1%

    APEX-Agents-AA published 2026-09-10 → · Published board — Tests professional-service tasks that require agents to produce locally graded deliverables.

  • GDPval-AA v235745 Elo

    GDPval-AA v2 v2 → · Published board — Tests professional knowledge-work deliverables across occupations using AA's Stirrup harness.

  • Harvey LAB-AA013.9%

    Harvey LAB-AA published 2026-09-10 → · Published board — Tests legal-work deliverables across practice areas on Harvey's private task set. Artificial Analysis' run, graded by one LLM judge against task rubrics — not the same run or scale as Vals AI's HLAB row.

  • ITBench-AA65.6%

    ITBench-AA published 2026-09-10 → · Published board — Tests root-cause diagnosis from offline Kubernetes incident snapshots.

  • Terminal-Bench Hard (AA)6323.5%

    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)3126.2%

    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)180.0%

    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)3764.1%

    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 Index376.20

    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) v1.0.11334.0%

    SciCode (AA subproblems) v1.0.1 → · Published board — Tests scientific Python programming with scientist-annotated background information.

  • AA Coding Index v4.x · frozen 2026-10-273730.4

    AA Coding Index v4.x · frozen 2026-10-27 → · Published board — Artificial Analysis withdrew the Coding Index with Intelligence Index v5.0 (2026-10-28). These are the last v4.x values, frozen with their own date (2026-10-27).

Efficiency

Instruction-following

Knowledge

Long-context

  • GDP.pdf (AA)294.0%

    GDP.pdf (AA) published 2026-09-10 → · Published board — Tests professional reasoning over long PDFs with AA document preparation and grading.

  • AA-LCR v1.14752.0%

    AA-LCR v1.1 v1.1 → · Published board — Tests reasoning across multiple long documents with corrected answer keys and grading.

  • MLCR-AA81.1%

    MLCR-AA published 2026-09-10 → · Published board — Tests medical-record synthesis and reasoning across long, fragmented case documents.

Math

  • AIME 2025 (AA)9593.4%

    AIME 2025 (AA) v2025 → · Published board — Advanced mathematical problem solving on AIME I and II 2025.

  • HMMT November 2025 (MathArena) 2025-116790.0%

    HMMT November 2025 (MathArena) 2025-11 → · Published board — The 30 final-answer problems of the November 2025 Harvard-MIT Mathematics Tournament, one of the largest high-school math competitions in the United States, run by MathArena on the contest problems.

  • Apex 2025 (MathArena)201.0%

    Apex 2025 (MathArena) v2025 → · Published board — Twelve final-answer problems from 2025 competitions that MathArena selected because strong models of the time failed them; the selection is biased against the four models used to choose it (Grok 4, GPT-5, Gemini 2.5 Pro, GLM 4.5).

  • Apex Shortlist 2025 (MathArena)845.2%

    Apex Shortlist 2025 (MathArena) v2025 → · Published board — 47 final-answer problems from 2025 competitions on which at least one of two reference models (Grok 4 Fast, GPT-5 mini) got at least one of four attempts wrong, run by MathArena.

Reasoning

  • Mystery Game Puzzles (Epoch AI)00.0%

    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.

Safety/Alignment

Science

Tool-use

  • AutomationBench-AA v1.0.640.2%

    AutomationBench-AA v1.0.6 → · Published board — Tests multi-app SaaS workflows through REST tools on a held-out AutomationBench split.

  • EnterpriseOps-Gym-AA425.5%

    EnterpriseOps-Gym-AA published 2026-09-10 → · Published board — Tests enterprise workflows through MCP tools against resettable application environments.

  • τ²-Bench Telecom (AA)6065.8%

    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) v1.0.13712.8%

    τ³-Banking (AA) v1.0.1 → · Published board — Tests banking support agents that retrieve policies and change account state through tools.

Unusual results

1 threshold-crossing signal flagged · 29 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 weak Harvey LAB-AA published 2026-09-10
    Why
    Observed: 0.13895 fraction
    Peer mean 0.80562 · peer sd 0.16716 · n 48 · families 39
    Directed z -3.988 · baseline z -0.447 · gap -3.541 · profile n 28
    0.13895 fractionmeasuredobserved 2026-09-10artificialanalysis.ai ↗
    Evidence
    Axis: Harvey LAB-AA · published 2026-09-10 · Published board
    Exact value: 0.138949196699957 fraction
    Observed: 2026-09-10T21:47:16.627Z · publication date: not recorded
    Observation id: aa:f0083258-8646-45b8-8082-7aaf6c2ea82a:harveyLab
Missing coverage · 288 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 2026-11-03 · Intelligence Index v5.0 (est. = estimated from v4, not measured) · Coding Index v4.x frozen 2026-10-27 · Data: Artificial Analysis · Data: Epoch AI (CC BY)

VariantAA CodingAA Intelligence
gpt-oss-120b (High)30.45.1est.
gpt-oss-120b (Low)21.24.7est.
Token offers by platform · 37 offers (Adjusted $/task)

Click any underlined price to see how it is estimated and where each input comes from. How we calculate adjusted cost.

37 offers within the active global filters; “price n/a” means the provider serves the model but publishes no direct token price we could collect — no other channel's price is shown in its place.

OpenRouter (27)

Prices via OpenRouter — what OpenRouter charges for each provider's endpoint, not the provider's own direct price. Source: openrouter.ai/openai/gpt-oss-120b/providers, collected 2026-11-03.

Near AI
Venice
PrimeIntellect
CoreWeave
DekaLLM
AkashML
DeepInfra
DigitalOcean
Sail Research
Crusoe
Novita
Mancer 2
Parasail
BaseTen
BaseTen
SiliconFlow
Groq
Nebius
Amazon Bedrock
Amazon Bedrock
Phala
Together
SambaNova
Mara
Cerebras
DeepInfra
Google

Google Vertex AI (1)

Direct prices from Google Vertex AI's own price list. Source: cloud.google.com/vertex-ai/generative-ai/pricing, collected 2026-11-03.

Google Vertex AI

OVHcloud (1)

Direct prices from OVHcloud's own price list. Source: www.ovhcloud.com/en/public-cloud/ai-endpoints/catalog/, collected 2026-11-03.

OVHcloud

TrustedTokens (1)

Direct prices from TrustedTokens's own price list. Source: trustedtokens.eu/api/public/models, collected 2026-11-03.

TrustedTokens

T-Systems LLM Hub (1)

Direct prices from T-Systems LLM Hub's own price list. Source: docs.llmhub.t-systems.net/models/llms/, collected 2026-11-03.

T-Systems LLM Hub

Azure AI Foundry (1)

Direct prices from Azure AI Foundry's own price list. Source: prices.azure.com/api/retail/prices, collected 2026-11-03.

Azure AI Foundry

Nebius (1)

Direct prices from Nebius's own price list. Source: tokenfactory.nebius.com/models, collected 2026-11-03.

Nebius

Scaleway (1)

Direct prices from Scaleway's own price list. Source: scaleway.com/en/pricing/model-as-a-service, collected 2026-11-03.

Scaleway

IONOS (1)

Direct prices from IONOS's own price list. Source: cloud.ionos.com/prices, collected 2026-11-03.

IONOS

AWS Bedrock (1)

Direct prices from AWS Bedrock's own price list. Source: aws.amazon.com/bedrock/pricing/, collected 2026-11-03.

AWS Bedrock

STACKIT (1)

Direct prices from STACKIT's own price list. Source: docs.stackit.cloud/products/data-and-ai/ai-model-serving/basics/available-shared-models/, collected 2026-11-03.

STACKIT
gpt-oss-120b (High) — benchmarks & cost | Benchmark Heaven