The most visible B2B conversational AI platforms on Google AI Mode, October 2026

October 2026 · 15 questions asked in English, worldwide · Google AI Mode · 22 answers read

Most cited source

reddit.com

4citations

From Google AI Mode

Where engines disagree most

One engine

This page reads Google AI Mode only. Set Engine to All to compare them.

Brands

Rank Brand Heralded Score Mentioned Recommended By engine Mentioned by Change
1#1 overall Botpress CA 35 , range 20–55 27% 13% First reading
2#2 overall Voiceflow CA 32 , range 16–50 20% 13% First reading
3#3 overall Tidio US 28 , range 14–47 20% 7% First reading
4#4 overall ManyChat US 26 , range 12–45 13% 10% First reading
5#5 overall Zendesk AI DK 26 , range 12–45 17% 7% First reading
– Ada CA Too few answers 13% 0% First reading
– boost.ai NO Too few answers 0% 0% First reading
– Chatbase US Too few answers 7% 3% First reading
– Chatling Too few answers 0% 0% First reading
– Chatwoot IN 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 reddit.com Community 18.2% 1 of 4 3 16
2Withheld. Run a full Snapshot to see it.
3Withheld. Run a full Snapshot to see it.
4Withheld. Run a full Snapshot to see it.
5Withheld. Run a full Snapshot to see it.
6 chatbase.co Brand site 4.5% 1 of 4 1 4
7Withheld. Run a full Snapshot to see it.
8Withheld. Run a full Snapshot to see it.
9Withheld. Run a full Snapshot to see it.
10 gartner.com Industry authority 4.5% 1 of 4 1 7

The questions, and who wins each

QuestionLanguageWins it
can one conversational ai platform handle website chat and messaging? English No brand recommended
how does an ai chatbot compare with adding more live support agents? English No brand recommended
what can replace a manual faq for answering customer questions? English No brand recommended
how can we replace a basic website chatbot that cannot answer follow-up questions? English No brand recommended
what can replace agents answering the same customer questions all day? English No brand recommended

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