Llama 3.1 Instruct 8B
Context 128K 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 | 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/meta-llama/llama-3.1-8b-instruct/providers), collected 2026-11-03. | via OpenRouter — Price via OpenRouter: OpenRouter's price for DeepInfra's endpoint (https://openrouter.ai/meta-llama/llama-3.1-8b-instruct/providers), collected 2026-11-03. | $0.020 | $0.040 | |
| 2 | Novitavia OpenRouter — Price via OpenRouter: OpenRouter's price for Novita's endpoint (https://openrouter.ai/meta-llama/llama-3.1-8b-instruct/providers), collected 2026-11-03. | via OpenRouter — Price via OpenRouter: OpenRouter's price for Novita's endpoint (https://openrouter.ai/meta-llama/llama-3.1-8b-instruct/providers), collected 2026-11-03. | $0.020 | $0.050 | |
| 3 | Groqvia OpenRouter — Price via OpenRouter: OpenRouter's price for Groq's endpoint (https://openrouter.ai/meta-llama/llama-3.1-8b-instruct/providers), collected 2026-11-03. | via OpenRouter — Price via OpenRouter: OpenRouter's price for Groq's endpoint (https://openrouter.ai/meta-llama/llama-3.1-8b-instruct/providers), collected 2026-11-03. | $0.050 | $0.080 | |
| 4 | Cloudflarevia OpenRouter — Price via OpenRouter: OpenRouter's price for Cloudflare's endpoint (https://openrouter.ai/meta-llama/llama-3.1-8b-instruct/providers), collected 2026-11-03. | via OpenRouter — Price via OpenRouter: OpenRouter's price for Cloudflare's endpoint (https://openrouter.ai/meta-llama/llama-3.1-8b-instruct/providers), collected 2026-11-03. | $0.152 | $0.287 | |
| 5 | CoreWeavevia OpenRouter — Price via OpenRouter: OpenRouter's price for CoreWeave's endpoint (https://openrouter.ai/meta-llama/llama-3.1-8b-instruct/providers), collected 2026-11-03. | via OpenRouter — Price via OpenRouter: OpenRouter's price for CoreWeave's endpoint (https://openrouter.ai/meta-llama/llama-3.1-8b-instruct/providers), collected 2026-11-03. | $0.220 | $0.220 |
Composite
2 of 7 inputs6 radar axes: DesignArena's two boards share one3.8
Thin data · 2/7Based on only 2 of 7 Composite inputs — treat this rank as uncertainAA Coding v4.x 5.4Coding Agent v1.4 —AA Intelligence (est.) 2.9AA Agentic —Epoch ECI —Software ECI —DesignArena —/—
Radar: percentile among all models measured on each input; a gap means not measured.
Benchmark sheet
19 of 319 registered benchmark versions · bars show the percentile among all models measured on each benchmark.
Agentic
GDPval-AA v22-151 Elo
GDPval-AA v2 v2 → · Published board — Tests professional knowledge-work deliverables across occupations using AA's Stirrup harness.
Terminal-Bench Hard (AA)130.8%
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)51.5%
Terminal-Bench v2.1 (AA) v2.1 → · Published board — Tests terminal-based work on the 89-task verified refresh using Terminus 2.
τ²-Bench Airline (OpenRouter run)431.4%
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.)
Coding
AA Coding Index v4.x · frozen 2026-10-2755.40
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 task97$0.00065
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 task99$0.0061
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)1228.6%
IFBench (AA single-turn) published 2026-09-10 → · Published board — Tests precise single-turn instructions with deterministic rule checks.
LisanBench word chains, v0.2.0 (Lisan al Gaib)412.7
LisanBench word chains, v0.2.0 (Lisan al Gaib) v0.2.0 → · Published board — A model builds the longest chain of English words it can, each differing from the last by one letter, with no repeats and only dictionary words, from 50 starting words; any broken rule ends the chain.
Knowledge
Humanity's Last Exam (AA text-only)335.3%
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 Index54-30.9
AA-Omniscience Index published 2026-09-10 → · Published board — Tests factual reliability while rewarding correct answers and penalizing hallucinations.
Long-context
AA-LCR v1.12118.0%
AA-LCR v1.1 v1.1 → · Published board — Tests reasoning across multiple long documents with corrected answer keys and grading.
Math
AIME 2025 (AA)74.3%
AIME 2025 (AA) v2025 → · Published board — Advanced mathematical problem solving on AIME I and II 2025.
Safety/Alignment
BullshitBench V1 (clear pushback)6734.5%
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)2014.0%
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)325.9%
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)228.9%
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
τ²-Bench Telecom (AA)1516.4%
τ²-Bench Telecom (AA) published 2026-09-10 → · Published board — Tests dual-control telecom agents that coordinate tool use with a simulated user.
Writing
EQ-Bench Creative Writing v39711 Elo
EQ-Bench Creative Writing v3 v3 → · Published board — A LLM-judged creative writing benchmark with vocabulary and GPT-slop controls.
Unusual results
1 threshold-crossing signal flagged · 20 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 GPQA Diamond (OpenRouter run) published 2026-09-15
Why
Observed: 0.28912 fractionPeer mean 0.75171 · peer sd 0.1629 · n 122 · families 122Directed z -2.84 · baseline z -0.953 · gap -1.886 · profile n 190.28912 fractionmeasured± 0.028 sd· 3762 tasks· 0 USD per task (measured by OpenRouter)observed 2026-09-15openrouter.ai ↗Evidence
Axis: GPQA Diamond (OpenRouter run) · published 2026-09-15 · Published boardExact value:0.2891191578947368fractionPublished standard deviation: 0.027951613519499915 fractionTasks evaluated: 3762Published mean cost: 0.0006532387028176503 USD per task (measured by OpenRouter) — measured by OpenRouter on GPQA Diamond (OpenRouter run)Observed: 2026-09-15T23:29:03.209Z · publication date: not recordedObservation id:openrouter:meta-llama/llama-3.1-8b-instruct|gpqa_diamondSource: https://openrouter.ai/benchmarks
Missing coverage · 300 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 · 5 offers (Adjusted $/task)
Click any underlined price to see how it is estimated and where each input comes from. How we calculate adjusted cost.
5 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 (5)
Prices via OpenRouter — what OpenRouter charges for each provider's endpoint, not the provider's own direct price. Source: openrouter.ai/meta-llama/llama-3.1-8b-instruct/providers, collected 2026-11-03.
| DeepInfra | globaldeepinfra/fp8 | $0.020 raw in $/1M | $0.040 raw out $/1M | |
| Novita | globalnovita/fp8 | $0.020 raw in $/1M | $0.050 raw out $/1M | |
| Groq | globalgroq | $0.050 raw in $/1M | $0.080 raw out $/1M | |
| Cloudflare | globalcloudflare/fp8 | $0.152 raw in $/1M | $0.287 raw out $/1M | |
| CoreWeave | globalcoreweave/bf16 | $0.220 raw in $/1M | $0.220 raw out $/1M |