Most cited source
108citations
From Google AI Mode and Google AI Overviews
B2C brands by AI visibility in their industry, 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 |
|---|---|---|---|---|---|---|---|
| | #3 in project management tools | 71 , range 59–77 | 69% | 39% | None | First reading | |
| | #5 in project management tools | 48 , range 41–61 | 46% | 26% | None | First reading | |
| | #7 in project management tools | 33 , range 26–40 | 26% | 9% | | First reading | |
| | #8 in email marketing tools | 35 , range 29–43 | 26% | 15% | None | First reading | |
| | #9 in project management tools | 21 , range 14–31 | 14% | 4% | | First reading | |
| | #13 in email marketing tools | 14 , range 7–24 | 5% | 4% | None | First reading | |
| | #16 in email marketing tools | 11 , range 3–21 | 3% | 3% | None | First reading | |
| | #17 in project management tools | 12 , range 6–22 | 6% | 1% | None | First reading | |
| | #20 in project management tools | 11 , range 4–20 | 5% | 1% | None | First reading | |
| | Unranked in project management tools | Too few answers | 2% | 0% | 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 |
|---|---|---|---|---|---|---|
| 1 | | Reference | 1.0% | 2 of 4 | 1 | 0 |
| 2 | | Reference | 0.7% | 1 of 4 | 2 | 0 |
| 3 | Withheld. Run a full Snapshot to see it. | |||||
The questions, and who wins each
| Question | Language | Wins it |
|---|---|---|
| project management software for construction | English | No brand recommended |
| most reliable project management software | English | |
| project management software with the best support | English | |
| which project management software do experts recommend | English | |
| best CRM software for a SaaS company | English | No brand recommended |
| CRM software recommendations for a sales director | English | No brand recommended |
| top CRM software | English | No brand recommended |
| how to choose CRM software | English | No brand recommended |
| what to look for in CRM software | English | No brand recommended |
| CRM software for a team of 20 to 200 | 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.