Leader
100%of answers name it
The most visible American B2B password managers on Google AI Overviews, October 2026
Most cited source
32citations
From Google AI Overviews
Where engines disagree most
One engine
This page reads Google AI Overviews only. Set Engine to All to compare them.
Brands
| Rank | Brand | Heralded Score | Mentioned | Recommended | By engine | Mentioned by | Change |
|---|---|---|---|---|---|---|---|
| 1#1 overall | | 87 , range 77–92 | 100% | 58% | | First reading | |
| 2#4 overall | | 59 , range 40–77 | 50% | 38% | | First reading | |
| 3#6 overall | | 32 , range 21–46 | 33% | 0% | | First reading | |
| 4#7 overall | | 30 , range 17–45 | 25% | 4% | | First reading | |
| 5#8 overall | | 23 , range 11–42 | 13% | 8% | | First reading | |
| – | | Too few answers | 0% | 0% | | First reading |
“=” marks brands whose score ranges overlap, so the test cannot separate them. Every brand named in at least three answers is ranked. 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 | 62.5% | 1 of 4 | 16 | Not read |
| 2 | | Media | 62.5% | 1 of 4 | 2 | 5 |
| 3 | | Community | 41.7% | 1 of 4 | 12 | 6 |
| 4 | | Brand site | 54.2% | 1 of 4 | 7 | 1 |
| 5 | | Reference | 45.8% | 1 of 4 | 3 | 4 |
| 6 | Withheld. Run a full Snapshot to see it. | |||||
| 7 | | Vendor site | 29.2% | 1 of 4 | 1 | Not read |
| 8 | Withheld. Run a full Snapshot to see it. | |||||
| 9 | Withheld. Run a full Snapshot to see it. | |||||
| 10 | | Media | 16.7% | 1 of 4 | 1 | Not read |
The questions, and who wins each
| Question | Language | Wins it |
|---|---|---|
| best password managers | English | |
| password managers recommendations for travellers | English | |
| top password managers | English | |
| how to choose password managers | English | |
| what to look for in password managers | English | No brand recommended |
| password managers for families | English | |
| password managers that work with Face ID | English | |
| password managers with GDPR-compliant hosting | English | No brand recommended |
| best password managers for a shared household | English | |
| most reliable password managers | English | |
Each engine's top three
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.