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Understanding how automation changes work — task by task, with the evidence shown and the uncertainty admitted.

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Ask instead of reading every page

Same assessments as the rest of this site, reached by describing your situation rather than finding the right page. It answers from the site's own task-level judgements and tells you which rest on verified evidence and which are inference — and when your occupation is not covered, it says that instead of guessing.

Ask VOLOAnswers come from this site only

Describe your job, your degree or your company. VOLO answers from this site's own task-level assessments and says which parts rest on evidence.

Answers come from this site's own assessments, not the model's general knowledge — if VOLO does not cover something it says so. Call audio goes directly between your browser and the model; we never receive it. Conversations are processed by OpenAI in the United States.

Three ways in, one set of judgements

The same task-level assessments answer three different questions. Ask here in your own words, or read the pages directly.

If you have a jobWhat does AI mean for my work — task by task?If you run a companyWhich work in my company should change method?If you are building somethingWhere is change creating work nobody is doing?

What it will not do

  • Answer “how long do I have” with a number of years. It gives you a signal you can measure in your own company instead.
  • Score your degree, or tell you a job will be replaced. The unit is the task, not the job title.
  • Fill a gap with general knowledge. If this site has not assessed something, that is the answer you get.