DeepSeek V3 (Dec '24)
Context 128K tokens
Top 1 cheapest providers (Adjusted $/task)
Within the active global provider, residency and confidentiality filters.
| # | Provider | Price channel | Raw input $/1M | Raw output $/1M | Adjusted $/task |
|---|---|---|---|---|---|
| 1 | DeepInfravia OpenRouter — Price via OpenRouter: OpenRouter's price for DeepInfra's endpoint (https://openrouter.ai/deepseek/deepseek-chat/providers), collected 2026-11-03. | via OpenRouter — Price via OpenRouter: OpenRouter's price for DeepInfra's endpoint (https://openrouter.ai/deepseek/deepseek-chat/providers), collected 2026-11-03. | $0.320 | $0.890 |
Composite
2 of 7 inputs6 radar axes: DesignArena's two boards share one12.3
Thin data · 2/7Based on only 2 of 7 Composite inputs — treat this rank as uncertainAA Coding v4.x 23.0Coding Agent v1.4 —AA Intelligence (est.) 3.8AA Agentic 0.8Epoch ECI —Software ECI —DesignArena —/—
Radar: percentile among all models measured on each input; a gap means not measured.
Benchmark sheet
29 of 319 registered benchmark versions · bars show the percentile among all models measured on each benchmark.
3 of 31 values are DeepSeek's own claims (†), not independent measurements; a matching independent result replaces a claim as soon as one exists.
Agentic
AA-Briefcase4100 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 v29183 Elo
GDPval-AA v2 v2 → · Published board — Tests professional knowledge-work deliverables across occupations using AA's Stirrup harness.
Terminal-Bench Hard (AA)376.8%
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)2416.9%
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)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)838.3%
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 Index70.80
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) v1.0.11435.8%
SciCode (AA subproblems) v1.0.1 → · Published board — Tests scientific Python programming with scientist-annotated background information.
Aider Polyglotdeveloper's claim49.6%† self-reported by the developer
Aider Polyglot published 2026-09-10 → · aider, 'diff' edit format · vendor protocol: overall; Table 6 chat-model evaluation; Aider-related benchmarks evaluated with the 'diff' format; output limited to 8K tokens — Evaluates LLMs on 225 Exercism coding exercises across six languages, testing code editing without human intervention.
SWE-bench Verifieddeveloper's claim42.0%† self-reported by the developer
SWE-bench Verified published 2026-09-10 → · agentless framework (Xia et al., 2024) · vendor protocol: overall; Table 6 chat-model evaluation; SWE-bench Verified evaluated using the agentless framework; output limited to 8K tokens; benchmarks with <1000 samples tested multiple times with varying temperature — A 500-instance human-filtered subset of SWE-bench created with OpenAI, served as the default Verified leaderboard view.
AA Coding Index v4.x · frozen 2026-10-272723.0
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
GPQA Diamond (OpenRouter run) — measured cost per task88$0.0024
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 task42$0.071
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)2634.8%
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)22.9%
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 Index44-41.6
AA-Omniscience Index published 2026-09-10 → · Published board — Tests factual reliability while rewarding correct answers and penalizing hallucinations.
UGI NatInt7345.7
UGI NatInt published 2026-09-10 → · Published board — A private-question evaluation of general knowledge and reasoning across textbook, popular-culture and world-model topics.
Long-context
GDP.pdf (AA)60.8%
GDP.pdf (AA) published 2026-09-10 → · Published board — Tests professional reasoning over long PDFs with AA document preparation and grading.
AA-LCR v1.13129.3%
AA-LCR v1.1 v1.1 → · Published board — Tests reasoning across multiple long documents with corrected answer keys and grading.
LongBench v2developer's claim48.7%† self-reported by the developer
LongBench v2 v2 → · vendor protocol: overall; Table 6 chat-model evaluation; original evaluation protocols with default prompts from dataset creators; output limited to 8K tokens; benchmarks with <1000 samples tested multiple times with varying temperature — 503 challenging multiple-choice questions with contexts from 8k to 2M words assessing deep understanding and reasoning on realistic long-context multitasks.
Math
AIME 2025 (AA)2826.0%
AIME 2025 (AA) v2025 → · Published board — Advanced mathematical problem solving on AIME I and II 2025.
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)2955.7%
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)1760.9%
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 v1.0.6110.6%
AutomationBench-AA v1.0.6 → · Published board — Tests multi-app SaaS workflows through REST tools on a held-out AutomationBench split.
τ²-Bench Telecom (AA)2522.8%
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) v1.0.184.7%
τ³-Banking (AA) v1.0.1 → · Published board — Tests banking support agents that retrieve policies and change account state through tools.
Uncensored
UGI Willingness896.20
UGI Willingness published 2026-09-10 → · Published board — A private-question evaluation of how far a model follows challenging instructions before refusing or deviating.
UGI9657.0
UGI published 2026-09-10 → · Published board — A private-question suite combining sensitive-topic knowledge with willingness to follow controversial instructions.
Writing
BuzzBench8051.6
BuzzBench published 2026-09-10 → · Published board — An LLM-judged evaluation of humour explanation and predicted audience response to Never Mind the Buzzcocks introductions.
UGI Writing7143.2
UGI Writing published 2026-09-10 → · Published board — A maintainer-owned writing evaluation considering intelligence, style, repetition and length adherence, informed by human preferences.
Unusual results
2 threshold-crossing signals flagged · 26 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 UGI Willingness published 2026-09-10
Why
Observed: 6.2 scorePeer mean 3.508 · peer sd 1.7212 · n 100 · families 84Directed z 1.564 · baseline z -0.632 · gap 2.196 · profile n 256.2 scoremeasuredobserved 2026-09-10huggingface.co ↗Evidence
Axis: UGI Willingness · published 2026-09-10 · Published boardExact value:6.2scoreObserved: 2026-09-10T22:04:13Z · publication date: not recordedObservation id:public:c0f226b129b5729895c87411 - unusually strong UGI published 2026-09-10
Why
Observed: 56.96 scorePeer mean 35.1234 · peer sd 14.30074 · n 100 · families 84Directed z 1.527 · baseline z -0.631 · gap 2.158 · profile n 2556.96 scoremeasuredobserved 2026-09-10huggingface.co ↗Evidence
Axis: UGI · published 2026-09-10 · Published boardExact value:56.96scoreObserved: 2026-09-10T22:04:13Z · publication date: not recordedObservation id:public:7fbde0c71e27acfa07a221cc
Missing coverage · 290 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 · 1 offer (Adjusted $/task)
Click any underlined price to see how it is estimated and where each input comes from. How we calculate adjusted cost.
1 offer within the active global filters, 1 more outside them; “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 (1)
Prices via OpenRouter — what OpenRouter charges for each provider's endpoint, not the provider's own direct price. Source: openrouter.ai/deepseek/deepseek-chat/providers, collected 2026-11-03.
| DeepInfra | globaldeepinfra/fp4 | $0.320 raw in $/1M | $0.890 raw out $/1M |