The most visible e-signature tools on ChatGPT, October 2026

October 2026 · 12 questions asked in English, worldwide · ChatGPT · 24 answers read

Most cited source

adobe.com

34citations

From ChatGPT

Where engines disagree most

One engine

This page reads ChatGPT only. Set Engine to All to compare them.

Brands

Rank Brand Heralded Score Mentioned Recommended By engine Mentioned by Change
= 1 Adobe Acrobat Sign US 95 , range 85–98 100% 83% First reading
= 1 DocuSign US 95 , range 85–98 100% 83% First reading
3 Dropbox Sign US 83 , range 71–91 88% 58% First reading
4 PandaDoc US 81 , range 66–90 75% 63% First reading
5 signNow US 59 , range 40–77 54% 33% First reading
6 OneSpan Sign CA 32 , range 17–48 17% 17% First reading
7 Zoho Sign IN 23 , range 11–42 13% 8% First reading
8 Jotform Sign US 23 , range 12–42 17% 4% First reading
– airSlate US Too few answers 0% 0% First reading
– Blueink US Too few answers 0% 0% 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
1 g2.com Review site 25.0% 1 of 4 4 0
2 stackfyi.com Review site 8.3% 1 of 4 1 0
3 capterra.com Review site 4.2% 1 of 4 1 0

The questions, and who wins each

QuestionLanguageWins it
e-signature software with the best support English Adobe Acrobat Sign, DocuSign and PandaDoc, tied
which e-signature software do experts recommend English Adobe Acrobat Sign, DocuSign, Dropbox Sign, OneSpan Sign, PandaDoc and signNow, tied

Each engine's top three

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.

How the leaderboards are measured