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Inkling

Thinking Machines Lab · Released 2026-07-15 · 10/17 20:05 updated

Overall consensus index25.5Outside the overall top 30
Category results3/ 4 categories
Available results15 evaluations
Context window—Token
API input / output · per million tokensUnverifiedNo verified official provider price yet
CAPABILITY PROFILE

See each model's strengths.

Each capability is calculated separately. Insufficient measured evidence is left blank.

Category scores reflect ranking support within their own reference groups. They cannot be added or used to compare absolute levels of different capabilities.

UNDERSTANDING THE RANK

How stable is the overall rank?

Remove one evaluation or organization at a time and vary individual weights and uncertainty handling to see how ranks change.

Rank after eligibility is rechecked#48–63Evidence-sensitive

Eligible in every completed comparison. With the original candidate set fixed, ranks range from 49—63 . This range is not a confidence interval and excludes unpublished results.

BEHIND THE SCORE

Every result has a source.

Public results for this model. Expand an entry to see its run configuration and how it was used.

General evaluations and user experience6 items

Coding1 items

Reasoning4 items

Knowledge2 items

Professional work2 items

Scored evaluations with no result

These evaluations have not published results for this model. Missing results are not scored as zero.

Some uncertainty remains

Missing evaluations are not scored as zero. Rankings can change with new evidence; avoid overinterpreting small differences between close scores.

Read the methodology →