Automatically classify open-ended survey feedback

When a user completes a survey in Macorva, send the feedback text to Clerk to automatically extract themes and classify respondent sentiments.

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How Knit builds this workflow

The Agent researches both APIs and wires the trigger on one side to the action on the other — no pre-built connector required. Here is the vocabulary it has to work with.

Macorva Explore Macorva →

Triggers

New form response

Fires when a form is submitted in Macorva.

Survey completed

Fires when a respondent finishes a survey in Macorva.

Response updated

Fires when an existing response is edited in Macorva.

Actions

Create or update form

Creates or updates a form or survey in Macorva.

Retrieve a response

Looks up a specific form response in Macorva.

Add a respondent

Adds a respondent or contact to a form in Macorva.

Clerk Explore Clerk →

Triggers

New completion generated

Fires when Clerk generates a response to a prompt.

Model run failed

Fires when a request to Clerk errors or times out.

Fine-tune job completed

Fires when a fine-tuning job in Clerk finishes.

Actions

Generate a completion

Sends a prompt to Clerk and returns the model's response.

Summarize text

Uses Clerk to summarize a block of text.

Classify or extract data

Uses Clerk to classify or extract structured data from text.

Summarize long form responses for quick review When a detailed form response is received in Macorva, use Clerk to generate a concise summary so your team can quickly digest key feedback. See details

Generate custom follow-up forms when model fine-tuning completes When a fine-tune job finishes in Clerk, automatically create an updated survey in Macorva to gather fresh test data from respondents. See details

See all Macorva + Clerk integrations → · Browse the full workflow library →

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FAQ

Common questions

Can Knit build “Automatically classify open-ended survey feedback” between Macorva and Clerk?

Yes — describe it in the box above and Knit's Integrations Agent researches Macorva and Clerk's public API docs (or your own uploaded docs) and builds a working workflow, whether or not either app already has a pre-built connector.

How long does it take to build?

Minutes to a first working version, not weeks — you test it against real data before it goes anywhere near production.

How does Clerk improve how we process survey data from Macorva?

When customers complete surveys in Macorva, Clerk can instantly summarize long responses, extract key themes, or categorize customer feedback without manual reading.

Can generated AI insights in Clerk be saved back into Macorva?

Yes, after Clerk analyzes or summarizes response text, the resulting completion can be saved directly back into Macorva to enrich the response record.