Most cited source
181citations
From ChatGPT
Brands by AI visibility in their industry on ChatGPT, October 2026
Where engines disagree most
Not compared
A list across industries has no engine top three.
Brands
| Brand | Place in its industry | Heralded Score | Mentioned | Recommended | By engine | Mentioned by | Change |
|---|---|---|---|---|---|---|---|
| | Unranked in book summary apps | Too few answers | 0% | 0% | None | First reading | |
| | Unranked in antivirus apps | Too few answers | 0% | 0% | None | First reading | |
| | Unranked in vulnerability scanners | Too few answers | 0% | 0% | None | First reading | |
| | Unranked in HR and payroll tools | Too few answers | 0% | 0% | None | First reading | |
| | Unranked in HR and payroll tools | Too few answers | 0% | 0% | None | First reading | |
| | Unranked in HR and payroll tools | Too few answers | 0% | 0% | None | First reading | |
| | Unranked in equity crowdfunding platforms | Too few answers | 0% | 0% | None | First reading | |
| | Unranked in vulnerability scanners | Too few answers | 0% | 0% | None | First reading | |
| | Unranked in website buildersUnranked in cloud hosting platforms | Too few answers | 4% | 4% | None | First reading | |
| | Unranked in VPNs | Too few answers | 4% | 0% | | First reading |
This list spans more than one industry, so each brand shows its place in its own. Every brand named in at least three answers is placed. By engine has one dot per engine (ChatGPT, Google AI Overviews, Gemini and Google AI Mode), darker the more often it names the brand.
Most cited sources
| Rank | Source | Type | Cited in | Engines | Pages cited | Brands its pages mention |
|---|---|---|---|---|---|---|
| 1 | | Media | 1.3% | 1 of 4 | 18 | 0 |
| 2 | Withheld. Run a full Snapshot to see it. | |||||
| 3 | | Media | 2.6% | 1 of 4 | 11 | 0 |
| 4 | | Media | 1.2% | 1 of 4 | 12 | 0 |
| 5 | Withheld. Run a full Snapshot to see it. | |||||
| 6 | Withheld. Run a full Snapshot to see it. | |||||
| 7 | | Media | 1.2% | 1 of 4 | 7 | 0 |
| 8 | | Media | 0.9% | 1 of 4 | 8 | 0 |
| 9 | Withheld. Run a full Snapshot to see it. | |||||
| 10 | Withheld. Run a full Snapshot to see it. | |||||
The questions, and who wins each
| Question | Language | Wins it |
|---|---|---|
| what app can summarize nonfiction books for busy readers? | English | |
| which app helps me learn key ideas from business books quickly? | English | No brand recommended |
| how can i get useful book summaries on my phone? | English | |
| book summaries or audiobooks for learning during my commute? | English | |
| how can i learn from more books when i have little time to read? | English | No brand recommended |
| how do i remember the main ideas from books i finish? | English | No brand recommended |
| where can i find short summaries of books on leadership and business? | English | 2 Minute Readers, |
| how can i explore a book's main ideas before reading the whole thing? | English | No brand recommended |
| are short book summaries enough to learn, or should i read the full book? | English | No brand recommended |
| audio book summaries or written summaries for learning on the go? | English | |
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Method
Each month Heralded asks every engine the same buyer questions, twice each, and reads every answer. An answer counts 0 for a brand it leaves out, 50 for a brand it names and 100 for a brand it recommends, and the Heralded Score is built from those. A brand named in at least three answers gets a score and a place.