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OpenAI's LifeVal personal-task benchmark

The gist

Latest: OpenAI Releases LifeVal Benchmark for Everyday AI Tasks

LifeVal shifts AI evaluation from conversational or academic performance toward measuring whether models can autonomously complete real-world administrative and personal tasks. The gap between GPT-5.2 and GPT-6 Astra scores shows rapid model progress on this class of tasks.

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The full picture

OpenAI released LifeVal on November 2, 2026, a benchmark measuring whether AI models can complete everyday personal tasks end-to-end rather than provide advisory dialogue. It covers seven categories: caregiving, health, education, household administration, personal finances, shopping, and government services. Example tasks include booking a car inspection, ordering halal groceries within budget, finding childcare, apartment hunting, and accessing government forms. Each task is graded against its own checklist rather than a single correct answer. The benchmark draws on data from the American Time Use Survey, the Multinational Time Use Study, and a survey of 3,995 demographically representative respondents, plus 100 detailed task authors.

GPT-6 Astra scores 80.6% overall, with 93.1% on kindergarten search tasks and 90.4% on diabetic meal planning, up from 49.3% for GPT-5.2 in December 2025. OpenAI stated it has used LifeVal internally for approximately one year to measure and guide model improvements. OpenAI's stated rationale is that "for AGI to benefit all of humanity, it should help people with the everyday tasks that matter most to them." LifeVal is a standalone evaluation framework and does not introduce a consumer-facing product. It complements GDPVal, a separate OpenAI benchmark covering work tasks across industries.

How it developed
First in the edition · 3 November 2026
2 November 2026in the 3 Nov edition

OpenAI published LifeVal on November 2, 2026, a benchmark measuring whether AI can finish everyday personal-assistant tasks end-to-end across seven categories including caregiving, health, and government services.

It draws on the American Time Use Survey, the Multinational Time Use Study, and a survey of 3,995 respondents. GPT-6 Astra scores 80.6%, up from 49.3% for GPT-5.2 in December 2025; sub-task scores include 93.1% on kindergarten search and 90.4% on diabetic meal planning. LifeVal is a standalone evaluation tool complementing GDPVal, OpenAI's work-task benchmark.

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