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Vantage research · November 2026 · careers

What AI cites for “how to change careers”

ChatGPT cited 7 sites, Gemini cited 0 sites, Perplexity cited 8 sites. No site was cited by all three.

Updated every 3 monthsNext edition 1 February 2027

ChatGPTGeminiPerplexity dots beside a site: the other engines that cite it too

ChatGPT

7 sites · opens with a sentence · has a table · opening 42 words

  1. mynextmove.org
  2. myskillsmyfuture.org
  3. onetonline.org
  4. dol.gov
  5. dol.ny.gov
  6. job.com
  7. nyc.gov

Brands namedCommunication, Organization, Problem-solving, Creativity, Leadership, Month 1, Month 2, Month 3

Since October: new mynextmove.org, myskillsmyfuture.org, onetonline.org, dol.gov

Gemini

0 sites · opens with a sentence · no table · opening 38 words

Answered from what the model already knows: no sites cited.

Brands namedPhase 1, Phase 2, Phase 3, Phase 4, Phase 5

Same sites as October.

Perplexity

8 sites · opens with a sentence · no table · opening 12 words

  1. indeed.com
  2. extension.harvard.edu
  3. choosework.ssa.gov
  4. careers.usnews.com
  5. careerdevelopment.morehouse.edu
  6. grow.google
  7. columbiasouthern.edu
  8. graduate.northeastern.edu

Brands namedWeek 1, Week 2, Week 3, Week 4

Since October: new extension.harvard.edu, choosework.ssa.gov, careers.usnews.com, careerdevelopment.morehouse.edu; dropped intuit.com, prospects.ac.uk, snhu.edu, theguardian.com

Is your site one of them?

Ask your AI agent to run Vantage's analyze_citation_coverage for your domain and “how to change careers”, on all three engines, and it will tell you whether you are cited, who is instead, and what changed since your last check.

See the tools All results for November 2026

More careers questions

Each engine was asked once, in English, as from the United States, on 2026-11-01. Answers change from run to run, so read this as a snapshot. Download the data.