AEO for conversation design platforms: AI search visibility ranking
How AI search engines rank conversation design platforms by visibility and citations. 20 brands measured quarterly 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 buyers seek information on Conversation design platforms, AI engines most frequently highlight Voiceflow as the leader, with the platform appearing in 37.5% of visibility metrics. Botpress and Google Dialogflow also rank highly, indicating a strong presence in the market. This suggests a competitive landscape, with Voiceflow often cited by AI engines as a reliable source.
The current rankings reflect data drawn from top sources such as google.com, youtube.com, and conversationdesigninstitute.com. The presence of aggregators and review sites among these sources underscores the importance of comprehensive content coverage. Voiceflow's own platform is among the top-cited sources, which may enhance its prominence in AI-generated answers.
For buyers assessing this list, consider how effectively a brand is recognized by AI engines. This often points to the brand's engagement with up-to-date reviews and third-party validation, crucial factors in ensuring topical authority. Prioritizing brands with strong visibility and citation metrics can lead to more reliable and authoritative conversation design solutions.
At a glance
What we observed in this category
Voiceflow holds the top composite score of 41.2 in the conversation design platforms category, with visibility at 37.5% against a category average of just 4.4%. Botpress sits second at 36.2, a gap that looks small until you note that every brand below rank 2 scores under 9.0. The distance between the top two and the rest is not gradual; it is a cliff. Google Dialogflow, Cognigy, and Microsoft Copilot Studio collectively score below 9.0, confirming that AEO performance here is heavily concentrated at the top.
A notable divergence between visibility and citation appears mid-table. Botpress carries a citation rate of 62.5% despite visibility of only 25.0%, suggesting Google AI Mode references it as a source more often than it surfaces it in named recommendations. Microsoft Copilot Studio shows the sharpest inversion: zero visibility yet a 25.0% citation rate, meaning the AI cites its content without naming the brand as a recommended platform. Google Dialogflow and Cognigy both sit at 0.0% citation despite 12.5% visibility, the opposite pattern entirely.
Google AI Mode is the sole engine driving all scores in this audit, so source anchoring is specific to its retrieval behaviour. The top cited sources include conversationdesigninstitute.com, reddit.com, and digitalocean.com alongside voiceflow.com and botpress.com, which signals the AI is blending community and practitioner content with vendor-owned pages. The presence of vocalime.com and youtube.com in the cited source list indicates the AI draws on tutorial and review content, not just official product documentation, when constructing answers about this category.
Movers & shakers since last refresh
Biggest visibility risers
-
Voiceflow 25% → 38% · rank #1 → #1+12pp
-
Botpress 12% → 25% · rank #3 → #2+12pp
Biggest visibility fallers
-
Google Dialogflow 25% → 12% · rank #2 → #3-12pp
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Yellow.ai 12% → 0% · rank #5 → #13-12pp
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Kore.ai 12% → 0% · rank #6 → #14-12pp
The AEO ranking
| # | Brand | Visibility | Citation | Top engine |
|---|---|---|---|---|
| 1 |
voiceflow.com
|
38% | 50% | Google AI Mode |
Voiceflow leads with a composite score of 41.2 and visibility of 37.5%, more than eight times the category average of 4.4%, while its own domain appears in the top cited sources list. |
||||
| 2 |
botpress.com
|
25% | 62% | Google AI Mode |
Botpress holds the highest citation rate in the category at 62.5%, well above its 25.0% visibility, indicating Google AI Mode trusts its content as a reference more than it surfaces it as a named recommendation. |
||||
| 3 |
cloud.google.com
|
12% | 0% | Google AI Mode |
Google Dialogflow has fallen from rank 2 to rank 3, losing 12.5 percentage points of visibility, and carries a 0.0% citation rate despite being a major platform vendor. |
||||
| 4 |
cognigy.com
|
12% | 0% | Google AI Mode |
Cognigy matches Google Dialogflow with a 12.5% visibility score and a composite of 8.8, but like Dialogflow it earns zero citations, meaning it is named but never used as a source. |
||||
| 5 |
microsoft.com
|
0% | 25% | Google AI Mode |
Microsoft Copilot Studio is the clearest citation-only brand in the data, with 0.0% visibility but a 25.0% citation rate, suggesting its content is referenced without the product being recommended by name. |
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| 6 |
liveperson.com
|
0% | 12% | Google AI Mode |
| 7 |
aws.amazon.com
|
0% | 12% | Google AI Mode |
| 8 |
poly.ai
|
0% | 0% | Google AI Mode |
| 9 |
uneeq.com
|
0% | 0% | Google AI Mode |
| 10 |
ibm.com
|
0% | 0% | Google AI Mode |
| 11 |
oracle.com
|
0% | 0% | Google AI Mode |
| 12 |
kommunicate.io
|
0% | 0% | Google AI Mode |
| 13 |
yellow.ai
|
0% | 0% | Google AI Mode |
| 14 |
kore.ai
|
0% | 0% | Google AI Mode |
| 15 |
rasa.com
|
0% | 0% | Google AI Mode |
| 16 |
tiledesk.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 AEO 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 →
AEO 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 90 days and refresh this page automatically. How AI search ranking works →
Run an AEO audit on your own conversation design platforms brand
The brands above were curated from public market-leader lists. Want the same answer engine optimisation 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 AEO for conversation design platforms
Who leads AEO in conversation design platforms?
Voiceflow leads with a composite score of 41.2 and visibility of 37.5%, followed by Botpress at 36.2. Every other brand scores below 9.0, making the gap between the top two and the rest very large.
What sources does Google AI Mode cite most for conversation design platforms research?
The top cited sources include google.com, youtube.com, conversationdesigninstitute.com, voiceflow.com, botpress.com, reddit.com, digitalocean.com, and vocalime.com, showing a mix of vendor, community, and tutorial content.
Which brands are cited by AI but not recommended by name in this category?
Microsoft Copilot Studio is the clearest example, carrying a 25.0% citation rate but 0.0% visibility, meaning its content is used as a reference without the brand appearing in named recommendations.
Which brands have seen the biggest AEO movements recently in this category?
Voiceflow and Botpress are the biggest risers, each gaining 12.5 percentage points of visibility, while Google Dialogflow, Yellow.ai, and Kore.ai are the biggest fallers, each dropping 12.5 points.
How concentrated is AEO performance across the 20 brands in this category?
Performance is heavily concentrated: the category average visibility is just 4.4% and average citation is 8.1%, while Voiceflow alone sits at 37.5% visibility, and 10 of the 20 brands score a composite of 0.0.
Can a brand appear in AI citations without ranking highly on visibility in conversation design platforms?
Yes. Botpress has a citation rate of 62.5% against visibility of only 25.0%, and Microsoft Copilot Studio is cited 25.0% of the time with zero visibility, confirming that citation and named visibility are distinct AEO outcomes in this category.