AI Model Reports

AI Model Research Library

Market research on model performance, adoption, economics, and production choices.

Selected reports

8

articles

Families

10

Major model families

Industry sources

11

Source Landscape

Signal types

4

coverage areas

Source Landscape

External source library

External reports, benchmark sites, datasets, and official docs for AI model performance, adoption, cost, and availability.

Technical progress2026

2026 AI Index Report

Stanford HAI

Broad industry takeaways across technical performance, economy, science, policy, education, and public opinion.

Annual report cadence means fast model launches can move faster than the report cycle.

Technical progress2026-02

Trends in Artificial Intelligence

Epoch AI

Long-run trend rates for training compute, training cost, hardware, context windows, and inference prices.

Several estimates depend on frontier-model disclosures and confidence intervals rather than complete public reporting.

Benchmarklive

Models: Intelligence, Performance & Price

Artificial Analysis

Comparing models across quality, output speed, latency, context window, and price.

Benchmark coverage and pricing assumptions are third-party measurements, not provider-owned claims.

Usage2025-12

State of AI: 100T Token Study

OpenRouter + a16z

Real-world multi-model usage patterns across tasks, geography, retention, open vs. closed source, and cost dynamics.

The sample reflects OpenRouter traffic, so it is strongest for developer and multi-model usage patterns.

Usage2026-06-26

Anthropic Economic Index

Anthropic

Claude usage patterns, occupational exposure, geography, delegation, and economic impact signals.

It is a provider-specific window into Claude usage rather than the whole AI market.

Usage2025

State of Enterprise AI 2025

OpenAI

Enterprise ChatGPT adoption, reasoning-token growth, and product integration signals.

It is first-party OpenAI enterprise data, so it should not be generalized to all providers.

Usage2026-05-11

Signals Consumer Data

OpenAI

Consumer ChatGPT adoption, work vs. non-work use, region, and demographic views.

The dataset excludes enterprise and Codex usage, so it underrepresents business and technical use.

Market2025-12

State of Generative AI in the Enterprise

Menlo Ventures

Enterprise AI spending, application-layer share, procurement patterns, and vendor category movement.

Survey and market model results should be treated as market estimates, not transaction-level records.

Market2026-02

Top 100 Gen AI Consumer Apps

Andreessen Horowitz

Consumer AI app rankings, multi-tenant behavior, and category breakout patterns.

Rankings rely on third-party traffic and app intelligence sources rather than first-party product telemetry.

Technical progress2025

State of AI Report 2025

Air Street Capital

A narrative report spanning research, industry, and politics with practitioner commentary.

It is a report deck and synthesis layer, so primary data should be traced back when making numerical claims.

Benchmarklive

Arena Leaderboard

LMArena / Arena

Crowd preference rankings across model tasks, with vote counts, model scores, price, and context windows.

Crowd preference can be affected by prompt mix, user demographics, contamination, and model familiarity.

Source coverage

Publication cadence, public data availability, and source notes for each external source.

SourceScopeCadencePublic dataDetailsNotes
2026 AI Index Report

Stanford HAI · 2026

Technical progressAnnual
Trends in Artificial Intelligence

Epoch AI · 2026-02

Technical progressPeriodic
Models: Intelligence, Performance & Price

Artificial Analysis · live

BenchmarkLive
State of AI: 100T Token Study

OpenRouter + a16z · 2025-12

UsageCurrent view
Anthropic Economic Index

Anthropic · 2026-06-26

UsagePeriodic
State of Enterprise AI 2025

OpenAI · 2025

UsageCurrent view
Signals Consumer Data

OpenAI · 2026-05-11

UsagePeriodic
State of Generative AI in the Enterprise

Menlo Ventures · 2025-12

MarketAnnual
Top 100 Gen AI Consumer Apps

Andreessen Horowitz · 2026-02

MarketPeriodic
State of AI Report 2025

Air Street Capital · 2025

Technical progressAnnual
Arena Leaderboard

LMArena / Arena · live

BenchmarkLive