What Is Structured Output? A Visual Guide

AI term explained4 slidesChatGPT

By Robert Breen · Published October 1, 2026 · From the free lesson Turn an Interview Debrief into a Scorecard and a Candidate Follow-Up (Recruiting & HR)

A visual guide to structured output: AI answers in fixed fields people can scan and software can read, shown with a real interview scorecard.

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Swipe or scroll sideways for all 4 slides. The whole guide is written out below.

The guide in text

Structured output: AI output in fixed, predictable fields, like a table with set columns, instead of free-flowing prose. People can scan it and software can read it without guessing.

Fixed fields make gaps visible

Each must-have is scored Strong, Partial or Not discussed. Training other staff comes back Not discussed: the panel ran out of time.

Ask for structure

List the fields in the order you want, with the exact names you'll use elsewhere.
Limit values where you can (Strong, Partial, Not discussed).
Give every field an "unknown" value so the model doesn't fill gaps with guesses.

The full definition: What is structured output in AI? in the AI glossary, with an example from a free lesson, common confusions and tips.

Businesses and people in the examples are made up. The steps, screens and wording come from the free lesson and the Stepthrough glossary and prompt library.

Do it yourself, free

Turn an Interview Debrief into a Scorecard and a Candidate Follow-Up (Recruiting & HR). Turn the transcript of an interview panel's debrief into a scorecard against the role's must-haves, the decisions, action items with owners and dates, and a follow-up email to the candidate. You do every step yourself in a practice copy of ChatGPT, it checks your work as you go, and “Do it for me” finishes any step you get stuck on. Free, and nothing touches your real accounts.

Start the free lesson

Or read the full step-by-step guide

Plain-English definitions, each with an example from a free lesson.

Structured output Action items AI bias AI summarization Candidate experience Context window File upload (in an AI chat)Interview debrief

The full AI glossary

Action items table prompt: Paste a meeting transcript or rough notes and get a table of every task, owner and due date, with "Not stated" wherever nobody…
Interview debrief agenda prompt: Plan a short interview debrief that goes must-have by must-have, keeps the talk on job evidence and ends with a decision, owners…
Interview scorecard prompt: Turn interview notes or a debrief transcript into a scorecard: each must-have rated with a quote as evidence, gaps marked Not…
Meeting agenda prompt: Turn a list of topics into a timed meeting agenda where every item has an owner, a question to settle and minutes that add up to…

All free prompt templates

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