Conversation design platforms: AI search visibility ranking (2026)
How AI search engines rank conversation design platforms by visibility and citations. 20 brands measured monthly across Google AI Mode: which brands the AI names in answers, which domains it cites as sources, and how the leaders compare. Conversation design platforms used to build chat and voice flows, prototype experiences, and manage conversational interfaces across assistants and bots. Composite score: 70% visibility (% of AI answers naming the brand) + 30% citation rate (% citing the brand's domain). Full methodology →
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When AI engines are consulted about Conversation design platforms, Voiceflow emerges as the leader, with a visibility percentage of 25.0. Other top brands mentioned include Google Dialogflow and Botpress. These platforms are recognized for their comprehensive features and user-friendliness, making them popular choices among users seeking robust conversational AI solutions.
The rankings of these platforms often reflect their presence in top-cited sources such as conversationdesigninstitute.com and voiceflow.com. These domains, including aggregator and review sites, tend to provide a wide range of insights that visibility metrics pick up, indicating which brands are frequently discussed and recommended in various contexts.
For buyers reviewing this page, consider the emphasis AI engines place on recent reviews and third-party validation. Look for platforms that consistently receive positive feedback and have established authority within the Conversation design space. This can signal reliability and alignment with current industry standards, helping you make an informed choice.
At a glance
What we observed in this category
Voiceflow leads the conversation design platform category with a composite score of 32.5, built on a 25% visibility rate matched by a 50% citation rate. That citation rate is the highest in the category and more than double Google Dialogflow's, despite both brands sharing identical 25% visibility scores. The gap matters because Voiceflow is not just being named, it is being treated as a trusted source, while Dialogflow achieves equal presence without earning a single citation, suggesting very different roles in AI-generated answers.
The citation-versus-visibility divergence is most stark at rank two and rank seven. Google Dialogflow holds 25% visibility with zero citations, while Rasa holds zero visibility yet achieves a 25% citation rate. This means Rasa's content is being pulled as a reference source without the brand itself appearing in category listings. Botpress shows a similar pattern at a smaller scale, with a 12.5% visibility score but a 25% citation rate, placing it above its visibility rank in terms of content authority.
Every brand in the top ten lists Google AI Mode as its top engine, confirming the audit data reflects a single-engine landscape with no meaningful distribution across other platforms. Among cited external sources, conversationdesigninstitute.com appears first, followed by voiceflow.com and retellai.com, indicating the AI anchors heavily on specialist industry publishers and practitioner resources rather than vendor sites alone. Gartner.com also appears in the cited source list, suggesting analyst content carries weight in how the AI structures category responses.
Movers & shakers since last refresh
Biggest visibility risers
-
Google Dialogflow 0% → 25% · rank #13 → #2+25pp
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Voiceflow 12% → 25% · rank #1 → #1+12pp
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Yellow.ai 0% → 12% · rank #9 → #5+12pp
The ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
voiceflow.com
|
25% | 50% | Google AI Mode |
Voiceflow's 50% citation rate is five times the category average of 6.2%, making it the only brand where visibility and citation strength are both class-leading. |
||||
| 2 |
cloud.google.com
|
25% | 0% | Google AI Mode |
Google Dialogflow matches Voiceflow's 25% visibility but holds a 0% citation rate, the sharpest visibility-to-citation gap among all ranked brands. |
||||
| 3 |
botpress.com
|
12% | 25% | Google AI Mode |
Botpress punches above its 12.5% visibility score with a 25% citation rate, giving it a composite of 16.2 and more citation authority than its rank implies. |
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| 4 |
cognigy.com
|
12% | 12% | Google AI Mode |
Cognigy sits at a balanced 12.5% on both visibility and citation, producing a composite of 12.5 that is exactly in line with the category midfield at ranks four and five. |
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| 5 |
yellow.ai
|
12% | 12% | Google AI Mode |
Yellow.ai rose from rank nine to rank five with a 12.5 point visibility gain and a 12.5 point citation gain, making it one of three brands showing meaningful upward movement. |
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| 6 |
kore.ai
|
12% | 0% | Google AI Mode |
| 7 |
rasa.com
|
0% | 25% | Google AI Mode |
| 8 |
kommunicate.io
|
0% | 0% | Google AI Mode |
| 9 |
poly.ai
|
0% | 0% | Google AI Mode |
| 10 |
uneeq.com
|
0% | 0% | Google AI Mode |
| 11 |
tiledesk.com
|
0% | 0% | Google AI Mode |
| 12 |
ibm.com
|
0% | 0% | Google AI Mode |
| 13 |
aws.amazon.com
|
0% | 0% | Google AI Mode |
| 14 |
microsoft.com
|
0% | 0% | Google AI Mode |
| 15 |
liveperson.com
|
0% | 0% | Google AI Mode |
| 16 |
oracle.com
|
0% | 0% | Google AI Mode |
| 17 |
uniphore.com
|
0% | 0% | Google AI Mode |
| 18 |
haptik.ai
|
0% | 0% | Google AI Mode |
| 19 |
amelia.ai
|
0% | 0% | Google AI Mode |
| 20 |
landbot.io
|
0% | 0% | Google AI Mode |
Sources AI engines trust in this category
Across the 8 buyer-intent queries we ran on conversation design platforms, these are the domains Google AI Mode cited most often. If you're not on this list — or if your competitors are — that's a concrete PR / linkbuilding target.
How to read this ranking
Four things worth knowing before you act on the numbers above. These are the same definitions across every industry page — for category-specific observations, see the What we observed section above (where available) and the per-brand insights inline in the ranking.
Visibility = being named
A brand's visibility % is the share of AI answers that mention it by name in the response prose. This is who AI engines actively recommend to the buyer. More on visibility →
Citation rate = being trusted
Citation rate is the share of AI answers that include the brand's domain as a clickable source link. This is what the AI treats as authoritative evidence, different from being named. More on citation rate →
Top engine differs by brand
The "top engine" column shows which AI surface each brand performs best on. Big gaps between a brand's score across engines usually points to specific content or schema gaps. How AI engines pick sources →
Rankings move month to month
AI engines re-crawl and re-rank on shorter cycles than classical search. We re-audit every brand on this list at least every 30 days and refresh this page automatically. How AI search ranking works →
Get your own conversation design platforms brand audited
The brands above were curated from public market-leader lists. Want the same measurement against your own brand — including the queries you appear on, which competitors get named instead, and a prioritised fix list? Run a free preview.
Frequently asked about conversation design platforms AI visibility
Who leads AI visibility in conversation design platforms?
Voiceflow leads with a composite score of 32.5, driven by 25% visibility and a 50% citation rate, both the highest figures in the category.
Which brand has the biggest gap between visibility and citation in this category?
Google Dialogflow has the largest gap, matching Voiceflow's 25% visibility score but recording a 0% citation rate, meaning it is named but never used as a source.
What sources does Google AI Mode cite most for conversation design platform research?
The top cited sources are conversationdesigninstitute.com, voiceflow.com, and retellai.com, followed by youtube.com, digitalocean.com, lindy.ai, and gartner.com.
Are any brands cited without appearing in category visibility rankings?
Yes, Rasa holds a 0% visibility score but achieves a 25% citation rate, meaning its content is used as a reference even though the brand is not surfaced in category listings.
Which brands showed the biggest visibility gains in the latest audit period?
Google Dialogflow rose 11 rank positions with a 25 point visibility gain, while Voiceflow added 12.5 visibility points and 25 citation points despite already holding rank one.
How concentrated is AI visibility across this category?
Visibility is highly concentrated: the category average is just 5%, and only five of the top ten brands record any visibility at all, with the bottom five all scoring zero.