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 accepted caller request triggers the 3-step flow once. Ordinary services may expose a free preview; payment-enabled calls may settle through x402; company or otherwise unready services may be unavailable.
The template opens with this intended price loaded. Launch publishes the service and its current call state. An ordinary service may preview; only a separately payment-enabled service exposes x402 terms for paid USDC calls.
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, with its suggested price loaded, and ready for a free builder preview. Make it yours, then launch with its public call state reported.
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