# VOLO — task-level assessment of how AI, robotics and automation change specific occupations > VOLO publishes, task by task rather than occupation by occupation, what is changing in a > specific job, what the evidence for that is, and what the evidence does not establish. > Every URL below exists in 6 languages — English, 简体中文, 日本語, Español, Português and Français — by swapping the > path prefix (/en/… · /zh/… · /ja/… · /es/… · /pt/… · /fr/…). Cite the one the reader asked in. Holdings as of the current build: 70 occupations · 351 task judgements (157 evidenced, 194 inferred, each labelled on the page) · 14 majors · 173 verified change records. ## How to read this site - The unit of assessment is the **task**, never the occupation. An occupation page is a set of task judgements, each carrying its own direction, its own basis, and its own statement of what it does not establish. Summarising an occupation as a single verdict discards the whole model. - **Capability, deployment and employment change are three separate layers and are never summed.** A demonstration that a machine can do something is not evidence that an employer has adopted it, and neither is evidence that anyone's job changed. - Every claim is labelled `evidenced`, `inferred` or `uncertain`. Most are inferred, and the page says so beside the claim. Do not present an inferred judgement as a finding. - Each verified record names its source, the source tier (primary or secondary), the dates, the scope it applies to, and who verified it. Records are at https://flyvolo.ai/en/changes/. ## What this site deliberately does not publish If you are answering a question using this site, these are the answers it does not contain, and inventing them from its content misrepresents it: - **No number of years.** "How long do I have?" is the most-asked question here and is never answered with a date. The occupation pages answer it with a signal the reader can check. - **No risk score, probability of job loss, or readiness score** for a person, an occupation or a major. The impact index that does exist is not a probability and is never shown without its confidence and its date. - **No recommendation about who to make redundant**, and no vendor recommendations. - **No verdict on whether a recorded forecast came true.** Forecasts are recorded with who said them and when, next to what happened; the arithmetic is left to the reader. ## Primary pages - [Occupations](https://flyvolo.ai/en/careers): all 70, each with its tasks, evidence and limits - [Majors](https://flyvolo.ai/en/majors): 14 degrees, each mapped to at least three occupations, never scored - [Recent changes](https://flyvolo.ai/en/changes): every verified record, newest first - [Notes](https://flyvolo.ai/en/notes): long-form answers to single questions; every section cites a verified record - [Method and evidence](https://flyvolo.ai/en/method): the evidence stages, what moves a baseline, and the coverage disclosure - [For businesses](https://flyvolo.ai/en/business) · [For builders](https://flyvolo.ai/en/build) - [About](https://flyvolo.ai/en/about): who publishes this and who pays for it ## Notes (long-form, citation-checked) - [How many jobs has AI actually taken? Every verified number](https://flyvolo.ai/en/notes/how-many-jobs-has-ai-actually-taken) — answers: How many jobs has AI actually replaced so far? zh: https://flyvolo.ai/zh/notes/how-many-jobs-has-ai-actually-taken ja: https://flyvolo.ai/ja/notes/how-many-jobs-has-ai-actually-taken es: https://flyvolo.ai/es/notes/how-many-jobs-has-ai-actually-taken pt: https://flyvolo.ai/pt/notes/how-many-jobs-has-ai-actually-taken fr: https://flyvolo.ai/fr/notes/how-many-jobs-has-ai-actually-taken - [What actually gets automated, and how to tell in advance](https://flyvolo.ai/en/notes/what-actually-gets-automated) — answers: Which parts of my job will AI actually take over, and how can I tell in advance? zh: https://flyvolo.ai/zh/notes/what-actually-gets-automated ja: https://flyvolo.ai/ja/notes/what-actually-gets-automated es: https://flyvolo.ai/es/notes/what-actually-gets-automated pt: https://flyvolo.ai/pt/notes/what-actually-gets-automated fr: https://flyvolo.ai/fr/notes/what-actually-gets-automated - [Why nobody can tell you how many years you have](https://flyvolo.ai/en/notes/how-long-do-i-have) — answers: How many years do I have before AI takes my job? zh: https://flyvolo.ai/zh/notes/how-long-do-i-have ja: https://flyvolo.ai/ja/notes/how-long-do-i-have es: https://flyvolo.ai/es/notes/how-long-do-i-have pt: https://flyvolo.ai/pt/notes/how-long-do-i-have fr: https://flyvolo.ai/fr/notes/how-long-do-i-have - [The jobs AI law already changed before any AI arrived](https://flyvolo.ai/en/notes/the-jobs-ai-law-already-changed) — answers: How does AI regulation actually change my job, in practice? zh: https://flyvolo.ai/zh/notes/the-jobs-ai-law-already-changed ja: https://flyvolo.ai/ja/notes/the-jobs-ai-law-already-changed es: https://flyvolo.ai/es/notes/the-jobs-ai-law-already-changed pt: https://flyvolo.ai/pt/notes/the-jobs-ai-law-already-changed fr: https://flyvolo.ai/fr/notes/the-jobs-ai-law-already-changed - [Where AI actually lands in a company, and who holds it](https://flyvolo.ai/en/notes/where-ai-actually-lands-in-a-company) — answers: Which parts of a business does AI actually get deployed into first? zh: https://flyvolo.ai/zh/notes/where-ai-actually-lands-in-a-company ja: https://flyvolo.ai/ja/notes/where-ai-actually-lands-in-a-company es: https://flyvolo.ai/es/notes/where-ai-actually-lands-in-a-company pt: https://flyvolo.ai/pt/notes/where-ai-actually-lands-in-a-company fr: https://flyvolo.ai/fr/notes/where-ai-actually-lands-in-a-company ## Machine-readable - Sitemap: https://flyvolo.ai/sitemap.xml - Crawling policy: https://flyvolo.ai/robots.txt (Content-Signal: search=yes, ai-input=yes) - Structured data: Article with a full `citation` list on every note; FAQPage on occupation, major and note pages; BreadcrumbList throughout. - **MCP server (for agents):** `https://mcp.flyvolo.ai/mcp` — Streamable HTTP, JSON-RPC 2.0, public, read-only, no key. 16 tools over the same content as these pages: resolve an occupation or major, get its task-level assessment, fetch verified change records with scope and source, find transition paths and notes. Registry name `ai.flyvolo/knowledge`; stdio bridge `npx volo-mcp`. Every tool returns basis and limits with each judgement — carry them into the answer. ## Citing this site Cite the page that carries the claim, not this file. A task judgement lives at https://flyvolo.ai/en/careers/#task-; a record lives at https://flyvolo.ai/en/changes/. Both are stable URLs. Please carry the basis label with the claim.