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In development

Independent evaluation platform

Artificial Analysis

A broad view of model capability, with the evaluation recipe made explicit.

Key information

Focus
Language-model capability across a changing evaluation suite.
Measure
Artificial Analysis Intelligence Index; separate capability and performance measures.
Version / scope
Intelligence Index v4.3.2
Update pattern
Models and methodology are updated as the publisher releases evaluations; no fixed schedule is promised here.
Publisher update
Not consistently disclosed
Editorial verification
15 October 2026

In plain English

What makes it different?

Artificial Analysis runs evaluations across technical tasks and combines selected results into its Intelligence Index. It also reports other measures separately. The index offers a useful starting point when choosing what to investigate, but its definition is narrower than everything an AI system can do.

Original scor.es editorial guide.
Sources and attribution are listed below.

What it measures

Language-model capability across a changing evaluation suite.

  • Intelligence
  • Reasoning
  • Coding
  • Agents

Strengths

  • One documented framework spans several kinds of capability.
  • Component-level methods help explain what sits behind a headline number.

Limitations

  • An aggregate reflects the publisher's task selection and weights, rather than a universal definition of intelligence.
  • Some inputs and test environments are private. A website listing is not a licence to reproduce its results.

How the evaluation works

The publisher runs a specified suite and combines its components using documented category weights. Some tasks are scored by checks; others use judges or pairwise assessment.

The current methodology identifies its version and component evaluations. Comparing two index values requires the same recipe as well as comparable model settings.

Configuration matters

Keep reasoning effort, model revision, tool-enabled harness and token limits visible. The Intelligence Index is primarily text and English; separate multimodal measures should not be folded into it.

Primary methods: Intelligence benchmarking methodology ↗

Results at the publisher

Scores stay with the original source

We have not documented the permissions needed to reproduce this leaderboard here. You can still explore its methods and visit the publisher for results.

Open Artificial Analysis ↗

Versions & freshness

Verified 15 October 2026

v4.3.2 is the methodology displayed when reviewed. Earlier index versions used different components; compare values only within their stated methodology version.

Official site and methodology accessible. Models and methodology are updated as the publisher releases evaluations; no fixed schedule is promised here.

Our review date is not an evaluation date. Individual run dates are not consistently available; they remain unknown here. No automatic result collection is enabled.

Publication & reuse

Reuse not authorised

The website terms do not provide the commercial reproduction, storage or derivative-data grant needed for this directory. No separate agreement is documented. Original commentary and links are distinct from copying the publisher's content.

No software licence is being used as permission for leaderboard data.

View the scope of the reuse decision
Result fields
No result fields cleared
Public result display
not enabled
Storage
not enabled
Historical copies
not enabled
Updates
not enabled
Commercial reuse
not enabled
Derived ratings
No scoped grant documented; not enabled.
Attribution
Credit the named publisher and link the primary sources. Attribution alone does not grant reproduction rights.

This decision does not clear mixed-source scientific recommendations. Publisher content, software, datasets and model licences are separate. No partnership is implied.

Primary sources & attribution

This guide is original scor.es commentary about Artificial Analysis's work. The links below support the identity, methods, versions and reuse review.

  1. Official website ↗Checked 15 October 2026
  2. Intelligence benchmarking methodology ↗Checked 15 October 2026
  3. Website terms of use ↗Checked 15 October 2026

Editorial edition 2026-10-15.1 · reuse review directory-rights-1. Re-check due 14 November 2026.