Updated every 3 hours

Istari Index

Best AI model for algorithms, data & scientific code

Numerical code, data processing, algorithms. Ranked by what a finished task really costs: the tokens, plus your time fixing mistakes.

✦ Our pick · Algorithms, data & scientific code

GPT-6.1 Sol at medium effort, $23.41 per finished task, is the cheapest you can get today. Within our measurement error it ties with Muse Spark 1.1, Claude Opus 5.5, Claude Sonnet 5.5 and GPT-6 Sol: equally good bets, worth trying two.

Updated Oct 13, 2026, every 3 hours. See it live with your plans and costs.

The top 10 for algorithms, data & scientific code

Numerical code, data processing, algorithms. Cost per finished task: the tokens at each model's best effort level for this work, plus your time fixing failed attempts ($93 an hour). Success is the share of such tasks a model gets right the first time, on the benchmarks below.

#ModelEffortSuccess$/task
1Gemini 4 Argon Googlehigh61.2% partly measured$22.41
2GPT-6.1 Sol OpenAImedium58.7% partly measured$23.41
3Muse Spark 1.1 Metaxhigh58.8% partly measured$23.74
4Claude Opus 5.5 Anthropicmedium60.0% measured$23.92
5Claude Sonnet 5.5 Anthropicxhigh58.6% measured$25.21
6GPT-6 Sol OpenAIhigh57.8% measured$25.57
7MiMo-V2.6-Pro Xiaomidefault54.7% measured$25.99
8GPT-5.6 Sol OpenAImedium58.2% measured$26.05
9GLM-5.3 Z AImax55.6% measured$26.12
10GPT-6 Luna OpenAImax54.5% measured$26.24

Best within your tool

ToolModelEffort$/task
CursorClaude Opus 5.5medium$23.92
Claude CodeClaude Opus 5.5medium$23.92
CodexGPT-6.1 Solmedium$23.41
AntigravityClaude Opus 5.5medium$23.92
GitHub CopilotGPT-6.1 Solmedium$23.41

If tokens come with your plan

Tokens included in a plan cost you nothing extra, so the pick is the most reliable model in it, at the leanest effort level within our error of the best (the top levels only use up the plan sooner).

PlanModelEffort
Claude ProClaude Opus 5.5high
Claude MaxClaude Opus 5.5high
ChatGPT Plus or BusinessGPT-6.1 Solhigh
ChatGPT ProGPT-6.1 Solhigh
Google AI ProClaude Opus 5.5high
Google AI UltraClaude Opus 5.5high

Measured on

How every number is worked out, with the errors of our estimates: the method.

Other kinds of work