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Key takeaways

• OpenAI published LifeVal on November 2, 2026.

• The evaluation focuses on practical tasks people want help completing.

• It covers caregiving, health, education, household administration, personal finances, shopping, and government services.

• OpenAI says it used the evaluation to track and improve model performance over the past year.

• The company links progress to browser use, computer use, and connectors.

What LifeVal is

OpenAI published LifeVal on November 2, 2026. The company describes it as an evaluation of practical tasks that people want personal AI assistants to perform. The focus is not just on answering questions. It is on helping people complete responsibilities.

The announcement places LifeVal in a broad everyday context. The task areas include caregiving, health, education, household administration, personal finances, shopping, and access to government services. That scope shows the evaluation is aimed at real-world assistance across common life tasks.

How the task set was built

OpenAI says the task selection began with the American Time Use Survey and the Multinational Time Use Study. Those resources catalog activities across demographics, times, and seasons. The company then supplemented them with a demographically representative survey of 3,995 respondents.

In that survey, respondents were asked which activities they would most value help with from a personal assistant. This approach ties the evaluation to tasks people say matter to them. It also gives the benchmark a practical starting point based on reported preferences.

Examples used in the announcement

The announcement illustrates the evaluation with several workflows. These include comparing kindergartens after a move, coordinating flood-preparation volunteers, finding a suitable home, arranging remote viewing of a sports game, and preparing meals for a parent adjusting to diabetes.

These are examples of evaluation scenarios, not verified accounts of real users receiving those services. They show the kind of assistance LifeVal is designed to measure. They should not be treated as a general benchmark score or as proof that any model can complete every task reliably.

What OpenAI says about performance

OpenAI says it used LifeVal to track and improve model performance over the past year. The company links that progress to browser use, computer use, and connectors. In its statement, current models score highly on the evaluation.

That claim is the company's own assessment. The announcement does not establish universal reliability. It also does not guarantee that an assistant can safely complete every everyday task. The practical framing is important, but it remains an evaluation claim rather than a blanket promise.

Why the framing matters

LifeVal is notable because it measures assistance in terms of completion, not only conversation. That distinction matters for personal AI assistants. A system can answer a question well and still fail to help with a task end to end.

The source material suggests OpenAI wants to measure that gap more directly. The evaluation covers tasks that involve planning, coordination, and follow-through. Those are different from simple question answering, and they require more than a short response.

Bottom line

LifeVal is OpenAI's evaluation for everyday tasks people want help with. It spans personal, household, and administrative responsibilities. OpenAI says it has used the benchmark to measure progress over the past year, with improvements tied to browser use, computer use, and connectors.

The announcement is practical in tone, but it should be read carefully. It describes an evaluation and the company's assessment of progress. It does not prove universal reliability, and it does not mean every everyday task can be completed safely by an AI assistant.