Leader
96%of answers name it
The most visible B2C e-signature tools on Gemini, October 2026
Most cited source
31citations
From Gemini
Where engines disagree most
One engine
This page reads Gemini only. Set Engine to All to compare them.
Brands
| Rank | Brand | Heralded Score | Mentioned | Recommended | By engine | Mentioned by | Change |
|---|---|---|---|---|---|---|---|
| 1#1 overall | | 88 , range 77–94 | 96% | 67% | | First reading | |
| 2#2 overall | | 73 , range 49–84 | 63% | 50% | | First reading | |
| 3#4 overall | | 44 , range 32–69 | 38% | 25% | | First reading | |
| 4#5 overall | | 43 , range 31–66 | 33% | 25% | | First reading | |
| 5#7 overall | | 23 , range 11–42 | 13% | 8% | | First reading | |
| – | | Too few answers | 0% | 0% | | First reading | |
| – | | Too few answers | 0% | 0% | None | First reading | |
| – | | Too few answers | 4% | 0% | None | First reading | |
| – | | Too few answers | 0% | 0% | | First reading | |
| – | | Too few answers | 8% | 4% | | 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 | | Industry authority | 8.3% | 1 of 4 | 1 | 0 |
| 13 | | Vendor site | 8.3% | 1 of 4 | 1 | 0 |
| 14 | | Media | 8.3% | 1 of 4 | 1 | 0 |
| 15 | Withheld. Run a full Snapshot to see it. | |||||
| 16 | | Vendor site | 8.3% | 1 of 4 | 1 | 0 |
| 17 | Withheld. Run a full Snapshot to see it. | |||||
| 18 | Withheld. Run a full Snapshot to see it. | |||||
| 19 | | Vendor site | 4.2% | 1 of 4 | 1 | 0 |
| 20 | | Directory | 4.2% | 1 of 4 | 1 | 0 |
The questions, and who wins each
| Question | Language | Wins it |
|---|---|---|
| e-signature software with the best support | English | |
| which e-signature software do experts recommend | English | |
Each engine's top three
Gemini
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.