OpenAI LifeVal: leaderboard

OpenAI's LifeVal (2026-11-02; paper arXiv 2611.06687): 169 personalized consumer tasks drawn from everyday life (managing finances, moving apartments, job search, finding childcare) that an agent completes in reinforcement-learning environments with an offline-web browser tool. Unlike general web-agent suites, credit depends on using the task writer's own ChatGPT conversations, memories, files and context. A GPT-5.6 Sol (xhigh) grader awards rubric credit, environment hacking scores zero, attempts are averaged per task and tasks weigh equally. Average reward (%), higher is better; one row per model and reasoning effort.

Metric: Average reward (%). Source: openai.com. Saturation forecast: Around February 2027. 22 models tracked.

Top models

#ModelScoreOverall rank
1GPT-5.6 Sol (Max)82.58#22 (GPT-5.6 Sol)
2GPT-6 Astra (Max)82.48#5 (GPT-6 Astra)
3GPT-6 Astra (High)80.72#5 (GPT-6 Astra)
4GPT-6 Astra (xHigh)80.58#5 (GPT-6 Astra)
5GPT-5.6 Sol (xHigh)79.98#22 (GPT-5.6 Sol)
6GPT-5.6 Sol (High)78.81#22 (GPT-5.6 Sol)
7GPT-6 Astra (Medium)77.61#5 (GPT-6 Astra)
8GPT-5.5 (xHigh)77.45#34 (GPT-5.5)
9GPT-5.5 (High)75.61#34 (GPT-5.5)
10GPT-5.6 Sol (Medium)75#22 (GPT-5.6 Sol)
11GPT-5.4 (xHigh)73.05#85 (GPT-5.4)
12GPT-5.4 (High)72#85 (GPT-5.4)
13GPT-5.5 (Medium)71.31#34 (GPT-5.5)
14GPT-5.4 (Medium)70.14#85 (GPT-5.4)
15GPT-6 Astra (Low)66.59#5 (GPT-6 Astra)

No result here: #3 Claude Opus 5.5, #6 GPT-6.1 Sol, #9 Gemini 4 Argon.

Interactive version: theaggregate.ai/benchmark?slug=openai-lifeval · How It Works · Data refreshed daily, snapshot 2026-11-07.