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AI agent for game designers

Playtest Feedback Synthesis Agent

A ranked, data-checked list of playtest issues

AnalysisCreativesProduct developmentIT and development
See how it worksGet access
Playtest Feedback Synthesis Agent: what goes in, what the agent does and what you get

What it does

After a playtest, teams drown in surveys, recordings and chat comments, and the loudest opinions often win. This agent combines survey answers, session recordings, chat comments and telemetry such as deaths, quit points and time per level. It tags each piece of feedback by system, level and type: bug, confusion, difficulty or fun. It then tests each theme against the data. For example, 'level 3 is too hard' is checked against real death and quit rates. When the data does not back a theme, it looks for supporting recordings or marks it as opinion. It ranks issues by how many players they affect and how severe they are, and compares them with earlier playtests to see whether fixes worked. The designer decides what to change. Edge case: feedback from players far outside the target audience is shown in a separate section.

How it works

Follow the arrows from top to bottom. The orange dashed arrow is the loop: when a check fails, the agent goes back and tries again.

Start and resultWhat it doesA check on its own workWaits for your OKGoes back and retries
Yes, continueApprovedNo 1 STARTS WHEN Playtest ends 2 USES A TOOL Collect surveys, recordings, comments and telemetry 3 DOES Tag feedback by system, level and type 4 USES A TOOL Compare themes with telemetry 5 CHECKS THE RESULT Is each theme backed by player data? If not: mark as opinion or look for supportingrecordings. Back to step 3. 6 DOES Rank issues and compare with earlier playtests 7 YOU APPROVE Designer decides changes 8 RESULT Playtest report filed
Read the steps as a list
  1. Playtest ends
  2. Collect surveys, recordings, comments and telemetry
  3. Tag feedback by system, level and type
  4. Compare themes with telemetry
  5. Is each theme backed by player data?If not: mark as opinion or look for supporting recordings. Back to step 3.
  6. Rank issues and compare with earlier playtests
  7. Designer decides changesThe agent waits here for your OK.
  8. Playtest report filed

How it decides

It ranks issues supported by both comments and telemetry above opinion-only themes.

  • Data-backed issues rank first
  • Non-target players shown separately
  • Fixed issues that return are flagged

Make it yours

Every agent is a starting point. You choose these settings for your own situation.

  • Tags
  • Target audience definition
  • Report format
  • Comparison window

What keeps you in control

It always asks you first

  • Design changes

Hard limits

  • Never shares player identities
  • Never changes game builds

It stops when

  • Done: report filed
  • Stop: telemetry missing

Set it up

We guide you through the set-up, step by step

Members get the full set-up guide for this agent. No technical skills needed: you copy, paste and upload.

10 minto set it up in your AI
5 AIsChatGPT, Claude, Copilot, Gemini, Grok
  • One set of instructions to paste into your AI, with the clicks for ChatGPT, Claude, Microsoft 365 Copilot, Gemini and Grok
  • The agent then walks you through connecting your own data, one source at a time
  • A downloadable copy with the flow chart, the rules and the full guide
Get access to this agent

An example run

What happensAfter a 40-player test on July 22, 12 players said level 3 was too hard. The data check failed: deaths were normal, but 30% quit in one puzzle room. The agent pulled recordings and saw players missing a key on a dark shelf, so it re-labeled the issue as confusion. It ranked it first. The designer approved brighter lighting on the shelf for the next build.

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