Most cited source
562citations
From Google AI Overviews
German B2B and B2C brands by AI visibility in their industry on Google AI Overviews, 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 |
|---|---|---|---|---|---|---|---|
| | #2 in European neobanks | 33 , range 9–48 | 25% | 8% | | First reading | |
| | #7 in car brands | 29 , range 4–45 | 18% | 7% | | First reading | |
| | #9 in cloud hosting platforms | 29 , range 5–44 | 17% | 8% | | First reading | |
| | #5 in automation platforms | 8 , range 2–37 | 10% | 3% | | First reading | |
| | #1 in book summary apps | 63 , range 43–80 | 64% | 36% | | First reading | |
| | Unranked in antivirus apps | Too few answers | 0% | 0% | | First reading | |
| | Unranked in equity crowdfunding platforms | Too few answers | 0% | 0% | None | First reading | |
| | Unranked in endpoint security tools | Too few answers | 4% | 0% | None | First reading | |
| | Unranked in vulnerability scanners | Too few answers | 7% | 0% | | First reading | |
| | Unranked in password managers | 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 | | Social | 40.5% | 1 of 4 | 335 | 0 |
| 2 | | Community | 27.9% | 1 of 4 | 163 | 8 |
| 3 | Withheld. Run a full Snapshot to see it. | |||||
| 4 | | Community | 7.5% | 1 of 4 | 58 | 6 |
| 5 | Withheld. Run a full Snapshot to see it. | |||||
| 6 | Withheld. Run a full Snapshot to see it. | |||||
| 7 | | Vendor site | 7.4% | 1 of 4 | 17 | 0 |
| 8 | | Industry authority | 5.8% | 1 of 4 | 16 | 1 |
| 9 | | Vendor site | 3.9% | 1 of 4 | 31 | 1 |
| 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 | |
| how can i get useful book summaries on my phone? | English | No brand recommended |
| book summaries or audiobooks for learning during my commute? | English | No brand recommended |
| 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 | No brand recommended |
| how can i explore a book's main ideas before reading the whole thing? | English | |
| 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 | No brand recommended |
Related leaderboards
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.