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Vantage research · November 2026 · Project management

What AI cites for “best roadmap software”

ChatGPT cited 10 sites, Gemini cited 7 sites, Perplexity cited 8 sites. 1 site was cited by all three.

Updated monthlyNext edition 1 December 2026

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

ChatGPT

10 sites · opens with a sentence · has a table · opening 31 words

  1. aha.io
  2. productplan.com
  3. monday.com
  4. productboard.com
  5. airfocus.com
  6. atlassian.com
  7. clickup.com
  8. airtable.com
  9. rankite.com
  10. toolradar.com

Brands namedProductPlan, Productboard, Jira Product Discovery, ClickUp, Airtable, Budget

Gemini

7 sites · opens with a sentence · no table · opening 29 words

  1. productplan.com
  2. nolt.io
  3. appcues.com
  4. storyflow.so
  5. mambo.io
  6. proprofsproject.com
  7. gartner.com

Brands namedProductboard, ProductPlan, Linear, Jira Product Discovery, Notion, ClickUp

Perplexity

8 sites · opens with a sentence · has a table · opening 8 words

  1. atlassian.com
  2. cloudwards.net
  3. productplan.com
  4. guideflow.com
  5. ones.com
  6. larksuite.com
  7. appcues.com
  8. aha.io

Brands namednone

Cited by more than one engine

  • productplan.com
  • aha.io
  • atlassian.com
  • appcues.com

Is your site one of them?

Ask your AI agent to run Vantage's analyze_citation_coverage for your domain and “best roadmap software”, 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 Project management 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.