Leader
95%of answers name it
The most visible B2C password managers, October 2026
Most cited source
62citations
From Google AI Mode, Gemini, Google AI Overviews and ChatGPT
Where engines disagree most
2/4engines put it in their top three
Top three on Google AI Mode and Gemini, not on Google AI Overviews and ChatGPT
Brands
| Rank | Brand | Heralded Score | Mentioned | Recommended | By engine | Mentioned by | Change |
|---|---|---|---|---|---|---|---|
| – | | Too few answers | 1% | 0% | None | First reading | |
| – | | Too few answers | 1% | 1% | None | 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 |
|---|---|---|---|---|---|---|
| 11 | Withheld. Run a full Snapshot to see it. | |||||
| 12 | | Brand site | 6.3% | 2 of 4 | 13 | Not read |
| 13 | Withheld. Run a full Snapshot to see it. | |||||
| 14 | Withheld. Run a full Snapshot to see it. | |||||
| 15 | Withheld. Run a full Snapshot to see it. | |||||
| 16 | | Media | 9.4% | 3 of 4 | 2 | 3 |
| 17 | Withheld. Run a full Snapshot to see it. | |||||
| 18 | Withheld. Run a full Snapshot to see it. | |||||
| 19 | | Media | 7.3% | 2 of 4 | 2 | Not read |
| 20 | Withheld. Run a full Snapshot to see it. | |||||
The questions, and who wins each
| Question | Language | Wins it |
|---|---|---|
| password managers with the best support | English | |
| which password managers do experts recommend | 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.