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OpenAI describes LifeVal benchmark for everyday AI tasks

3 NOVEMBER 2026·2 MIN READ·3 SOURCES

OpenAI describes LifeVal, a benchmark intended to measure how well AI models help with decisions and everyday responsibilities. The company says it has used LifeVal over the past year to track and drive improvements on everyday tasks.

OpenAI describes LifeVal benchmark for everyday AI tasks

Key takeaways · 4

  • 01

    OpenAI says LifeVal measures whether models help people navigate decisions, manage responsibilities and get meaningful things done.

  • 02

    The benchmark’s tasks span seven areas, including caregiving, health, education and government services.

  • 03

    OpenAI says its benchmark draws on two time-use studies and a representative survey of 3,995 respondents.

  • 04

    Independent reporting says the dataset, scoring rubric and model behind example scores have not been published.

A test of practical assistance

OpenAI says LifeVal is intended to assess whether models help people navigate decisions, manage everyday responsibilities and get meaningful things done.[1] The company contrasts this aim with academic assessments focused on model knowledge, saying LifeVal goes beyond those evaluations.[1] OpenAI also says a helpful personal assistant should take actions that get things done.[1] That framing makes the benchmark about completing practical tasks, rather than only answering questions; OpenAI presents it as one way to measure progress on work that matters in everyday life.[1]

Tasks drawn from everyday life

OpenAI says LifeVal draws on the American Time Use Survey and the Multinational Time Use Study, supplemented by a demographically representative survey of 3,995 respondents.[1] It says the survey asked where people most wanted help from a personal assistant.[1] The resulting task areas include caregiving, health, education, household administration, personal finances, shopping and government services.[1] Examples include finding childcare, creating a budget, preparing for school, modifying recipes, ordering groceries and planning workouts.[1] This gives the benchmark a broad scope across personal and administrative needs.

Examples leave some choices to people

OpenAI’s examples show tasks that involve organizing information or preparing next steps. In a kindergarten search, the system shortlists three options and organizes enrollment details, while leaving two preferences for the user to decide.[1] A flood-preparation example produces an action plan for volunteers to assess sites and prepare for severe weather.[1] A home-search example finds a property that meets the user’s requirements and calculates the transfer tax.[1] In a diabetes-care example, the output includes meals, reminders and questions for a care team, with review requested before sharing.[1]

Scores and evaluation details remain unclear

OpenAI says it has used LifeVal over the past year to track and drive model improvement on everyday tasks.[1] It also says it trained models to become faster, more capable and more aligned on browser use, computer use and connector tasks.[1] OpenAI says enabling those capabilities in ChatGPT expands the tasks it can help with and moves it toward an agentic personal assistant.[1] Separately, AI Affairs reports average reward scores of 49.3% for GPT-5.2 and 80.6% for GPT-6 Astra.[2] Aivio reports that OpenAI has not identified which model produced five example scores or published the dataset or scoring rubric; it also reports that LifeVal has no published leaderboard or independent run.[3]

For teams evaluating AI assistants, LifeVal’s task-based framing offers a reminder to assess whether systems can help complete work, not just produce correct-sounding answers. Aivio reports that OpenAI has not identified the model behind five example scores or published the dataset and scoring rubric; it also reports that LifeVal has no published leaderboard or independent run, so readers should be cautious about drawing model comparisons from the reported example scores.

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How this developed

  1. 3 November 2026

    OpenAI describes LifeVal benchmark for everyday AI tasks

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