Public AI visibility scan
4/10 overall — Pipedream is named in 8 of 20 Conversations. Partial presence; n8n still dominates the answer space.
Each Surface ran the same five buyer Conversations. The Score below is mentions out of total Conversations.
Each Conversation is a buyer question a real prospect in the workflow automation platform for developers category could ask. We send the same question to each Surface (ChatGPT, Claude, Perplexity, Gemini) and check whether Pipedream is named in the answer.
An overall Score of 4/10 means Pipedream was named in roughly 8 of 20 total Conversations across the four Surfaces. The named villain in their category is n8n, which appeared in 17 of 20 Conversations. The Surface with the largest Gap is ChatGPT.
A selection of the actual buyer questions and what each Surface answered. Prompts and responses are truncated for readability. The full raw JSON is linked at the bottom of this page.
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Bersyn diagnoses why a brand is omitted on each Surface and generates corrective Patches anchored to attested Product Identity. Two ways to start:
Verify these results on your own account. The first scan is free and takes about two minutes.
One-time audit covering Gap diagnosis on each Surface plus copy-pasteable Patches you can ship immediately.
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