Open-Response Theme Clusterer
Cluster hundreds of free-text survey answers into named themes with counts and quotes.
A research analyst that takes a column of open-ended responses and hands back the 4-10 themes actually present, each with how many responses it covers and a couple of real verbatim quotes. It turns an unreadable pile of comments into a ranked, defensible summary you could drop into a deck, without reading every row. Example input: 200 answers to 'What almost stopped you from signing up?'. Example output: strict JSON with themes[] (label "Pricing felt unclear", count 54, share 0.27, sentiment "negative", quotes[]), unthemed 12, total 200.
Who pays: Product researchers and CX teams: every survey export gets clustered into ranked themes before the readout meeting.
Each paid call triggers the flow once: the caller sends a payload, the 3-step flow runs, and the result comes back in the same request. Preview runs are always free and have no side effects.
The template opens in the studio with this price already loaded. You set the final price before launch, and every live call is paid in USDC through the x402 payment rail.
The wired flow uses built-in nodes only. Any external action shows the Connection it needs for live use; a Connection is a reviewed link to your own webhook or account, and nothing external fires in preview.
Open Open-Response Theme Clusterer in the studio
The 3-step flow arrives wired, priced, and ready to preview free. Make it yours, then launch when you're ready.
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