Skip to content

Create structured prompt test records from form submissions

Automatically detect form submissions across Zapier Forms and extract tester inputs across your experiment tracking workflow. Evaluate model predictions and create QA records when submissions are created or test parameters change—so you can store raw outputs, compute error metrics, and audit results without manual QA reporting.

How this automation creates evaluation records fast

When tester form submissions arrive, manual evaluation delays can hide model quality issues. This automation builds request payloads, posts to model endpoints, evaluates predictions, and creates structured QA records—so your team can track f1 quality without chasing spreadsheets.

  1. 1.Detects form submission created

    Integrate Zapier Forms and form collection tools to capture tester inputs and create an evaluation record context.

    Zapier Formsor swap with your favorite app
  2. 2.Builds model request payload

    Integrate Code by Zapier and data mapping tools to map model choice, prompt, and settings into a request body.

    Code by Zapieror swap with your favorite app
  3. 3.Posts payload to model endpoint

    Integrate Webhooks by Zapier and API execution tools to send the JSON payload and capture raw model output.

    Webhooks by Zapieror swap with your favorite app
  4. 4.Computes evaluation metrics

    Integrate ChatGPT (OpenAI) and evaluation prompts to compare predictions to gold labels and derive tp, fp, and fn.

    ChatGPT (OpenAI)or swap with your favorite app
  5. 5.Creates QA tracking row

    Integrate Zapier Tables and database storage tools to create a new row with raw output and precision, recall, and f1.

    Zapier Tablesor swap with your favorite app

Automate your work, your way

Build custom automations across your tools in minutes. Describe what you need, connect your apps, and create workflows without the manual effort.

Trusted by 3.4 million companies

Calendly
Okta
Zendesk
Dropbox
Asana
Allstate
Airbnb
ActiveCampaign
Lyft
Webflow
Canva
Sysco
LA Clippers
Getaround
Grammarly
HelloFresh
Lululemon
Barry's
Hopper
Casper
Hudl
Miro
The New York Times
Ruggable
Calendly
Okta
Zendesk
Dropbox
Asana
Allstate
Airbnb
ActiveCampaign
Lyft
Webflow
Canva
Sysco
LA Clippers
Getaround
Grammarly
HelloFresh
Lululemon
Barry's
Hopper
Casper
Hudl
Miro
The New York Times
Ruggable

Related automations

Set up in minutes

Zapier connects your tools, triggers actions from real-time data, and streamlines workflows so your team can focus on what matters most.

  1. Step 1

    Connect your tools

    Bring your apps together so information can move automatically between the tools your team already uses.

  2. Step 2

    Define the trigger

    Choose the events that should start your workflow, like a new submission, updated record, completed task, or customer action.

  3. Step 3

    Automate and measure

    Let your workflow handle follow-ups, updates, notifications, and reporting so your team can track progress and act faster.

See how teams are automating with Zapier (and loving it!)

Smart Charge America

Without Zapier, we would have needed well over 100 employees today just to do what we're doing. We would have been out of business by now.

David Laderberg, VP of Sales

Remote

Without having automation, we would have to at least be double our size. Doubling is a bit of a euphemism — I think we would have died or fallen back into oblivion.

Marcelo Lebre, Co-Founder

SweepBright

Zapier helps us close far above 50% more deals than we would without it. It is a key element of our overall strategy and, therefore, of our sales pitch.

Raphael Bochner, Founder and CIO

Digioh

Zapier gives us unlimited flexibility and creativity. With Zapier, you're like an artist with a blank canvas. I don't know what we'd do without it.

Rishi Shah, CEO and Co-Founder

Otter.ai

We don't just want to patch holes; we want to build scalable, future-proof systems. Zapier is helping us do that.

Allen Lai, Head of Customer Experience

Superhuman

We've been able to scale our operations while staying lean. Zapier lets us do more without needing more people.

Jacob Sirrs, Marketing Operations Specialist

Ready to automate your workflow securely?

Streamline processes, uncover new opportunities, and respond faster to change. Empower your team to get more done, without the manual work.