--- title: OpenAI introduces LifeVal, a benchmark for everyday tasks description: OpenAI built a new benchmark called LifeVal to test how AI models handle everyday practical tasks like finding childcare, accessing government services and... canonical: https://daily.dev/posts/openai-introduces-lifeval-a-benchmark-for-everyday-tasks-wkotbvf5l twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: OpenAI introduces LifeVal, a benchmark for everyday tasks | daily.dev og:description: OpenAI built a new benchmark called LifeVal to test how AI models handle everyday practical tasks like finding childcare, accessing government services and... og:url: https://daily.dev/posts/openai-introduces-lifeval-a-benchmark-for-everyday-tasks-wkotbvf5l og:image: https://api.daily.dev/og/posts/wKOtbVF5L.png og:image:alt: OpenAI introduces LifeVal, a benchmark for everyday tasks og:image:width: 1200 og:image:height: 630 og:locale: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # OpenAI introduces LifeVal, a benchmark for everyday tasks **[Collections](https://daily.dev/sources/collections)** · 1 min read · 0 upvotes · 0 comments ## Summary OpenAI built a new benchmark called LifeVal to test how AI models handle everyday practical tasks like finding childcare, accessing government services and managing personal finances. The company says it was shaped by feedback from thousands of ChatGPT users. OpenAI frames this as part of making AGI useful for everyday life, and says it has used LifeVal over the past year to measure and improve its models. Unlike most benchmarks, which grade lab-style problems, LifeVal tries to grade real-life usefulness, though it is built by the company whose models it scores. ## Content OpenAI has released LifeVal, a benchmark that tests whether AI models can finish everyday errands for people. The company says it was shaped by feedback from thousands of ChatGPT users about where they most want help from a personal assistant. Examples include finding childcare, accessing government services, and managing personal finances. OpenAI's stated reasoning is that for AGI to benefit everyone, it should help with the tasks that matter most to people in daily life. Over the past year, the company says it has used LifeVal to measure and improve how its models handle these tasks. The appeal is easy to see. Most benchmarks grade models on lab-style problems, while this one grades them on practical usefulness. Whether it holds up will depend on how the tasks are scored and whether other labs adopt it, and OpenAI's announcement doesn't cover that. One social post about the release mentions GPT-6 Astra, but the excerpt cuts off before saying what the model scored. ## Questions this post answers ### What is OpenAI's LifeVal benchmark used for? LifeVal is a benchmark OpenAI built to test how well AI models handle everyday practical tasks that people want help with from a personal assistant, such as finding childcare, accessing government services and managing personal finances. OpenAI says it was shaped by feedback from thousands of ChatGPT users and has been used over the past year to measure and improve its models. _Developers tracking how AI assistants are actually evaluated can follow benchmark coverage like this on daily.dev._ ## Community take How the wider developer community reacted, aggregated from 2 discussions and 375 comments across x (as of 2026-11-03). **TL;DR:** Reaction is dominated by frustration with OpenAI unrelated to the benchmark itself (4o removal, usage caps, pricing), with a smaller thread of actually engaging the idea—some welcoming real-world task grounding, others questioning self-graded benchmarks and how tasks like childcare search can even be scored. **Sentiment:** 20% positive · 25% mixed · 55% skeptical **The case for** - Several see grounding evals in real user feedback and time-use data as a meaningful shift away from puzzle-style benchmarks. - Some think childcare, government services, and admin tasks are exactly where assistants currently fail and are glad that's being measured. - A few note this reflects what people actually pick models for (finishing mundane tasks) rather than leaderboard math scores. **The pushback** - Many argue a benchmark built and tuned by OpenAI on its own models for a year is close to meaningless until an outside lab reruns it. - Commenters question how subjective tasks like finding childcare or handling a government form with weird edge cases can be graded at all. - A lot of replies redirect to anger over 4o's removal, tightening usage caps, and pricing, seeing the announcement as a distraction from product complaints. - Some doubt real-world tasks like dealing with a government portal that closes early or requires printed forms can actually be handled by current models. **By community** - x (skeptical): Discussion skews critical, mixing benchmark skepticism (self-graded, unverified) with broader grievances about product limits, pricing, and the loss of older models. **Hottest debate:** Whether OpenAI's own benchmark scores mean anything without independent replication by outside labs. **Open questions** - Will OpenAI publish the task set and per-category scores so other labs can replicate results? - How exactly is something as subjective as 'finding good childcare' graded? - Can current models actually handle real-world friction like government portals with odd restrictions and required paperwork? **Highlights** > @OpenAI if they've used it for a year to improve their own models, their own score on it is probably the least telling number. what i'd want is the task set open so other labs run it too, then the childcare and government services scores actually compare > — [jj\_kovacs on x](https://x.com/jj_kovacs/status/2117313731491479856) > @OpenAI A benchmark OpenAI built and used for a year to improve its own models needs an outside lab rerunning it before the scores mean much. > — [akashc777 on x](https://x.com/akashc777/status/2117314307046392258) > @OpenAI finding childcare as a benchmark task is wild lol, how do you even grade that > — [ggJOSTgg on x · 1 points](https://x.com/ggJOSTgg/status/2117325844381077772) > @OpenAI Benchmarks built from what people actually ask for are overdue. Most evals still reward puzzle solving, while real users judge an assistant on whether it can sort the school run. The hard part is scoring it, becuase a good childcare answer depends on context the model rarely has. > — [Kieren\_PB\_Day on x](https://x.com/Kieren_PB_Day/status/2117314088799986015) > @OpenAI This is the right kind of benchmark. Nobody I know picks a model off a math leaderboard. They pick the one that actually finishes the boring stuff. I run my company on scheduled agents now and most of the value is unglamorous: follow ups, reports, checking things. Measure that. > — [vibecodeceo on x](https://x.com/vibecodeceo/status/2117313202077794629) **Source threads** - [x](https://x.com/OpenAI/status/2117307611338997846) · 0 points · 375 comments - [x](https://x.com/AminFind2037/status/2117309902104461604) · 0 points · 0 comments ## Similar posts on daily.dev - [Vals, backed by Andreessen Horowitz, is looking to become the gold standard for AI benchmarking](https://daily.dev/posts/vals-backed-by-andreessen-horowitz-is-looking-to-become-the-gold-standard-for-ai-benchmarking-uh4ywanwi) · TechCrunch · 0 upvotes · 0 comments - [Measuring What Matters with Jules](https://daily.dev/posts/measuring-what-matters-with-jules-bwyrmpwn7) · Google Developers · 1 upvotes · 0 comments --- Tags: [#ai](https://daily.dev/tags/ai), [#openai](https://daily.dev/tags/openai), [#chatgpt](https://daily.dev/tags/chatgpt), [#google-gemini](https://daily.dev/tags/google-gemini) [View this post on daily.dev](https://daily.dev/posts/openai-introduces-lifeval-a-benchmark-for-everyday-tasks-wkotbvf5l) ```json {"@context":"https://schema.org","@graph":[{"@type":"Organization","@id":"https://daily.dev/#organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180},"sameAs":["https://twitter.com/dailydotdev","https://github.com/dailydotdev","https://www.linkedin.com/company/daily-dev-ltd"]},{"@type":"WebSite","@id":"https://daily.dev/#website","url":"https://daily.dev","name":"daily.dev","publisher":{"@id":"https://daily.dev/#organization"},"potentialAction":{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https://daily.dev/search?q={search_term_string}"},"query-input":"required name=search_term_string"}}]} {"@context":"https://schema.org","@type":"TechArticle","headline":"OpenAI introduces LifeVal, a benchmark for everyday tasks","url":"https://daily.dev/posts/openai-introduces-lifeval-a-benchmark-for-everyday-tasks-wkotbvf5l","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/openai-introduces-lifeval-a-benchmark-for-everyday-tasks-wkotbvf5l"},"datePublished":"2026-11-02T18:10:38.881Z","dateModified":"2026-11-03T13:04:04.038Z","description":"OpenAI built a new benchmark called LifeVal to test how AI models handle everyday practical tasks like finding childcare, accessing government services and...","isAccessibleForFree":true,"articleSection":"Collections","inLanguage":"en","publisher":{"@type":"Organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180}},"author":{"@type":"Organization","name":"Collections","logo":"https://media.daily.dev/image/upload/s--fk_6ycEi--/f_auto,q_auto/v1780996001/logos/collections?_a=BAMAMiWQ0","url":"https://daily.dev/sources/collections"},"commentCount":0,"discussionUrl":"https://daily.dev/posts/openai-introduces-lifeval-a-benchmark-for-everyday-tasks-wkotbvf5l","interactionStatistic":[{"@type":"InteractionCounter","interactionType":{"@type":"LikeAction"},"userInteractionCount":0},{"@type":"InteractionCounter","interactionType":{"@type":"CommentAction"},"userInteractionCount":0}],"keywords":"ai,openai,chatgpt,google-gemini","timeRequired":"PT1M"} {"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https://daily.dev"},{"@type":"ListItem","position":2,"name":"Collections","item":"https://daily.dev/sources/collections"},{"@type":"ListItem","position":3,"name":"OpenAI introduces LifeVal, a benchmark for everyday tasks"}]} {"@context":"https://schema.org","@type":"FAQPage","@id":"https://daily.dev/posts/openai-introduces-lifeval-a-benchmark-for-everyday-tasks-wkotbvf5l#faq","mainEntity":[{"@type":"Question","name":"What is OpenAI's LifeVal benchmark used for?","acceptedAnswer":{"@type":"Answer","text":"LifeVal is a benchmark OpenAI built to test how well AI models handle everyday practical tasks that people want help with from a personal assistant, such as finding childcare, accessing government services and managing personal finances. OpenAI says it was shaped by feedback from thousands of ChatGPT users and has been used over the past year to measure and improve its models. Developers tracking how AI assistants are actually evaluated can follow benchmark coverage like this on daily.dev."}}]} ```