AI Model Evaluations

Independent evaluations of AI models across reasoning, knowledge, coding and agentic capabilities. Filter by the skills and knowledge domains.

AA-LCR𝜏³-BankingTerminal-Bench v2.1SciCodeHumanity's Last ExamCritPt

Artificial Analysis Intelligence Index v4.1.1

A composite benchmark aggregating nine challenging evaluations to provide a holistic measure of AI capabilities across mathematics, science, coding, and reasoning.

Open Source Models

Artificial Analysis Openness Index

A composite measure providing an industry standard to communicate model openness for users and developers.

AA-Briefcase MethodologyArtificialAnalysis/AA-Briefcase-LiteArtificialAnalysis/Stirrup

AA-Briefcase: Agentic Knowledge Work Benchmark

A private evaluation developed by Artificial Analysis for frontier agentic capability in long-horizon knowledge work, testing agents on realistic business workflows that require deliverables such as spreadsheets, presentations, and memos.

BusinessPrivate DatasetAgenticTool UseWritingReasoningInstruction Following
GDPval2510.04374openai/gdpval

GDPval-AA v2 Leaderboard

GDPval-AA v2 is Artificial Analysis' evaluation framework for OpenAI's GDPval dataset. It tests AI models on real-world tasks across 44 occupations and 9 major industries. Models are given shell access and web browsing capabilities in an agentic loop via Stirrup to solve tasks, with Elo ratings derived from blind pairwise comparisons.

BusinessFinanceLegalMedicalHumanitiesIntelligence IndexAgenticWritingReasoningInstruction FollowingTool UseMultimodal
APEX-Agents Leaderboardmercor/apex-agents2601.14242ArtificialAnalysis/StirrupAA APEX-Agents-AA Methodology

APEX-Agents-AA Benchmark Leaderboard

Artificial Analysis' implementation of the APEX-Agents benchmark, testing AI agents on long-horizon, cross-application tasks in professional-services environments with realistic application tooling.

CodingAgenticTool UseReasoning
ArtificialAnalysis/StirrupAA-AnalystAgent Methodology

AA-AnalystAgent Benchmark Leaderboard

Artificial Analysis' data analysis benchmark, testing AI agents on their ability to work with spreadsheets and documents to answer quantitative questions a Business Analyst or Data Analyst would face day-to-day.

FinanceBusinessMathPrivate DatasetAgenticTool UseReasoningFaithfulness
Zapier AutomationBench Leaderboard2604.18934zapier/AutomationBenchAutomationBench-AA Methodology

AutomationBench-AA: Agentic SaaS Workflow Benchmark

A benchmark measuring agentic task completion across simulated SaaS application environments, scoring the share of each task's objectives completed without guardrail violations.

BusinessPrivate DatasetAgenticTool UseInstruction Following
Introducing Harvey's Legal Agent BenchmarkHarvey LAB-AA MethodologyArtificialAnalysis/Stirrup

Harvey LAB-AA Benchmark Leaderboard

Artificial Analysis' implementation of Harvey's Legal Agent Benchmark (LAB), testing AI agents on real-world legal work from Harvey's dataset of 120 private tasks spanning 24 legal practice areas. The agent reads case documents in a sandbox and produces legal deliverables (e.g., memos, disclosure schedules, deposition summaries), graded criterion-by-criterion by a single LLM rubric judge.

LegalPrivate DatasetAgenticWritingReasoningLong ContextInstruction Following
EnterpriseOps-Gym PaperArtificialAnalysis/StirrupServiceNow-AI/EnterpriseOps-GymEnterpriseOps-Gym-AA Methodology

EnterpriseOps-Gym-AA Benchmark Leaderboard

Artificial Analysis' independent implementation of ServiceNow's EnterpriseOps-Gym, an agentic benchmark testing whether LLM agents can complete stateful, multi-step enterprise workflows across eight business domains via live tool use, graded on the final state of the underlying databases.

BusinessAgenticTool UseInstruction FollowingUser Interaction
2603.04370sierra-research/tau2-bench𝜏³-Banking - Sierra AI

𝜏³-Banking Benchmark Leaderboard

A fintech customer-support benchmark from the 𝜏-Knowledge framework that tests whether agents can navigate a large unstructured knowledge base and execute multi-step tool calls to resolve realistic banking workflows.

FinanceBusinessIntelligence IndexAgenticTool UseInstruction FollowingUser Interaction
2601.11868Terminal-Bench v2.1laude-institute/terminal-bench

Terminal-Bench v2.1 Benchmark Leaderboard

A verified refresh of Terminal-Bench v2.0 — 89 curated tasks across software engineering, system administration, data processing, model training, and security, with environment and instruction fixes so scores reflect agent capability rather than environment gaps.

CodingIntelligence IndexAgenticTool UseReasoningInstruction Following
AA-LCR MethodologyArtificialAnalysis/AA-LCR

Artificial Analysis Long Context Reasoning Benchmark Leaderboard

A challenging benchmark measuring language models' ability to extract, reason about, and synthesize information from long-form documents ranging from 10k to 100k tokens (measured using the cl100k_base tokenizer).

Intelligence IndexLong ContextReasoningFaithfulness
AA-Omniscience MethodologyArtificialAnalysis/AA-Omniscience-Public2511.13029

AA-Omniscience: Knowledge and Hallucination Benchmark

A benchmark measuring factual recall and hallucination across various economically relevant domains.

HumanitiesBusinessFinanceLegalMedicalScienceIntelligence IndexPrivate DatasetFaithfulnessReasoning
SciCode - SciCode Benchmark2407.13168SciCode1/SciCodescicode-bench/SciCode

SciCode Benchmark Leaderboard

A scientist-curated coding benchmark featuring 288 test set subproblems from 80 laboratory problems across 16 scientific disciplines.

CodingScienceMathIntelligence IndexReasoning
agi.safe.ai2501.14249cais/hlecenterforaisafety/hle

Humanity's Last Exam Benchmark Leaderboard

A frontier-level benchmark with 2,500 expert-vetted questions across mathematics, sciences, and humanities, designed to be the final closed-ended academic evaluation.

ScienceMathHumanitiesMedicalIntelligence IndexReasoning
CritPt Official Website2509.26574CritPt-Benchmark/CritPtCritPt-Benchmark/CritPt

CritPt Benchmark Leaderboard

A benchmark designed to test LLMs on research-level physics reasoning tasks, featuring 71 composite research challenges.

ScienceIntelligence IndexReasoning
Idavidrein/gpqa2311.12022idavidrein/gpqa

GPQA Diamond Benchmark Leaderboard

The most challenging 198 questions from GPQA, where PhD experts achieve 65% accuracy but skilled non-experts only reach 34% despite web access.

ScienceIntelligence IndexReasoning
ArtificialAnalysis/StirrupArtificialAnalysis/ITBench-AA

ITBench-AA Benchmark Leaderboard

Artificial Analysis' implementation of IBM's ITBench benchmark, testing AI agents on Kubernetes incident root-cause analysis from offline incident snapshots. The agent inspects alerts, events, traces, and topology and identifies the contributing-factor entities (deployments, pods, namespaces, network policies, etc.) responsible for the failure.

CodingPrivate DatasetAgenticTool UseReasoning
MMMU2409.02813MMMU/MMMU_ProMMMU-Benchmark/MMMU

MMMU-Pro Benchmark Leaderboard

An enhanced MMMU benchmark that eliminates shortcuts and guessing strategies to more rigorously test multimodal models across 30 academic disciplines.

ScienceHumanitiesMultimodalReasoning
Allen Institute for AI (Ai2)allenai/IFBench_test2507.02833allenai/IFBench

IFBench Benchmark Leaderboard

A benchmark evaluating precise instruction-following generalization on 58 diverse, verifiable out-of-domain constraints that test models' ability to follow specific output requirements.

Instruction Following
Task Registrylaude-institute/terminal-bench

Terminal-Bench Hard Benchmark Leaderboard

An agentic benchmark evaluating AI capabilities in terminal environments through software engineering, system administration, and data processing tasks.

CodingLegacyAgenticTool UseReasoningLong ContextInstruction Following
𝜏²-bench - Sierra AI2506.07982sierra-research/tau2-bench

𝜏²-Bench Telecom Benchmark Leaderboard

A dual-control conversational AI benchmark simulating technical support scenarios where both agent and user must coordinate actions to resolve telecom service issues.

BusinessLegacyAgenticTool UseInstruction FollowingFaithfulnessUser Interaction
TIGER-Lab/MMLU-Pro2406.01574TIGER-AI-Lab/MMLU-Pro

MMLU-Pro Benchmark Leaderboard

An enhanced version of MMLU with 12,000 graduate-level questions across 14 subject areas, featuring ten answer options and deeper reasoning requirements.

HumanitiesScienceMathBusinessLegalMedicalLegacyReasoningInstruction Following
LiveCodeBench: Holistic and Contamination Free Evaluation of Large Language Models for Code2403.07974livecodebench (Live Code Bench)LiveCodeBench/LiveCodeBench

LiveCodeBench Benchmark Leaderboard

A contamination-free coding benchmark that continuously harvests fresh competitive programming problems from LeetCode, AtCoder, and CodeForces, evaluating code generation, self-repair, and execution.

CodingMathLegacyReasoning
HuggingFaceH4/MATH-5002103.03874openai/prm800k

MATH-500 Benchmark Leaderboard

A 500-problem subset from the MATH dataset, featuring competition-level mathematics across six domains including algebra, geometry, and number theory.

MathLegacyReasoning
2025 AIME II

AIME 2025 Benchmark Leaderboard

All 30 problems from the 2025 American Invitational Mathematics Examination, testing olympiad-level mathematical reasoning with integer answers from 000-999.

MathLegacyReasoning
CohereLabs/Global-MMLU-LiteOriginal MMLU PaperMultilingual Reasoning

Global-MMLU-Lite Benchmark Leaderboard

A lightweight, multilingual version of MMLU, designed to evaluate knowledge and reasoning skills across a diverse range of languages and cultural contexts.

HumanitiesScienceMathBusinessMultilingualLegacyReasoningInstruction Following
MLCR-AA MethodologyWisedocsWisedocs-AI/medical-long-context-reasoningWisedocs/mlcr-dataset (public)
New

Medical Long Context Reasoning (MLCR-AA)

An open benchmark from Wisedocs measuring how well models reason over long, fragmented medical records, performing the multi-document synthesis claims professionals rely on when reviewing insurance and healthcare cases.

MedicalPrivate DatasetLong ContextReasoningFaithfulness