Most cited source
562citations
From Google AI Overviews
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 |
|---|---|---|---|---|---|---|---|
 AWS US | #1 in cloud hosting platforms | 75 , range 57–85 | 83% | 42% | | First reading | |
| | #1 in password managers | 86 , range 75–92 | 100% | 58% | | First reading | |
| | #1 in book summary apps | 63 , range 43–80 | 64% | 36% | | First reading | |
| | #1 in project management tools | 75 , range 58–84 | 88% | 38% | None | First reading | |
| | #1 in e-signature tools | 78 , range 63–86 | 92% | 42% | None | First reading | |
| | #1 in antivirus apps#2 in endpoint security tools | 62 , range 47–75 | 62% | 36% | | First reading | |
| | #1 in equity crowdfunding platforms | 22 , range 5–43 | 21% | 0% | None | First reading | |
| | #1 in European neobanks | 49 , range 37–71 | 46% | 29% | None | First reading | |
| | #1 in VPNs | 79 , range 63–88 | 83% | 54% | | First reading | |
| | #1 in car brands | 63 , range 44–79 | 61% | 39% | None | 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 |
|---|---|---|---|---|---|---|
| 11 | Withheld. Run a full Snapshot to see it. | |||||
| 12 | Withheld. Run a full Snapshot to see it. | |||||
| 13 | Withheld. Run a full Snapshot to see it. | |||||
| 14 | | Reference | 3.9% | 1 of 4 | 11 | 30 |
| 15 | | Community | 3.5% | 1 of 4 | 24 | 14 |
| 16 | | Vendor site | 2.9% | 1 of 4 | 21 | 2 |
| 17 | Withheld. Run a full Snapshot to see it. | |||||
| 18 | Withheld. Run a full Snapshot to see it. | |||||
| 19 | | Media | 2.5% | 1 of 4 | 7 | 22 |
| 20 | Withheld. Run a full Snapshot to see it. | |||||
The questions, and who wins each
| Question | Language | Wins it |
|---|---|---|
| how do i choose a reliable car for daily family trips? | English | |
| what should i look for in an affordable car for commuting? | English | No brand recommended |
| how can i find a car that fits three child seats? | English | |
| which cars can handle snowy roads and steep hills? | English | |
| what can replace my aging family car without raising fuel costs? | English | No brand recommended |
| how can i replace a large suv with something easier to park? | English | |
| what can replace my work van for carrying tools and supplies? | English | No brand recommended |
| i have two children and need a car with room for strollers and luggage | English | |
| i commute 50 miles a day and need a car with low running costs | English | |
| i live in a city and need a car that fits tight parking spaces | English | |
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.