Vantage research · November 2026 · finance
What AI cites for “how to negotiate a raise”
ChatGPT cited 8 sites, Gemini cited 0 sites, Perplexity cited 10 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
8 sites · opens with a sentence · has a table · opening 36 words
- glassdoor.com
- salary.com
- payscale.com
- bls.gov
- professional.dce.harvard.edu
- online.hbs.edu
- pon.harvard.edu
- hbr.org
Brands namedImportant, Ideal, Target, Minimum
Since October: new glassdoor.com, salary.com, payscale.com, bls.gov; dropped indeed.com, store.hbr.org
Gemini
0 sites · opens with a sentence · no table · opening 24 words
Answered from what the model already knows: no sites cited.
Brands namedPhase 1, Gather Your Achievements, Research Market Rates, Determine Your Number, Phase 2, Phase 3, Present Your Case, Make the Ask
Same sites as October.
Perplexity
10 sites · opens with a sentence · no table · opening 13 words
- comptia.org
- professional.dce.harvard.edu
- online.hbs.edu
- indeed.com
- dol.ny.gov
- rivier.edu
- hankamer.baylor.edu
- msubillings.edu
- atlassian.com
- hbsp.harvard.edu
Brands namednone
Since October: new comptia.org, online.hbs.edu, rivier.edu, hankamer.baylor.edu; dropped businessinsider.com, emplois.ca.indeed.com, executive.berkeley.edu, intuit.com
Cited by more than one engine
- professional.dce.harvard.edu
- online.hbs.edu
Is your site one of them?
Ask your AI agent to run Vantage's analyze_citation_coverage for your domain and “how to negotiate a raise”, on all
three engines, and it will tell you whether you are cited, who is instead, and what changed since your last check.
More finance 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.