Your AI Lens Into
Player Experience
Transforms raw gameplay footage and commentary into clean summaries, intelligent tags and timestamped insights to understand what players experienced without watching hours of recordings.
Turn Unstructured Player Reactions Into
Clear, Navigable Insight
Playtest recordings contain rich feedback but they're time-consuming to analyze.
Structured Summaries
Each session is converted into clear sections covering comprehension, friction, flow, challenge, UX cues, and other experience markers custom to your game.
Instant Navigation
Every point is linked to an exact timestamp, letting you jump straight to the moment the player said or did something important.
Smart Annotations
AI tags confusion bursts, hesitation, retries, frustration spikes, delight, "aha" moments automatically so you know exactly where to start analyzing.
Purpose-Built Intelligence for Understanding Gameplay Reactions
Trained on real playtesting behaviour, not generic datasets, so it understands how players react, adapt, and struggle inside interactive systems.
You don't just get insights, you see where they came from.
Insight at Every Level
From One Player to the Entire Cohort
Individual Player Files
- A concise snapshot of each player's progress and reactions
- Auto-tagged timeline of key reactions
- Transcript highlights synced to video
- All insights tied to precise timestamps
Individual Player Files
- A concise snapshot of each player's progress and reactions
- Auto-tagged timeline of key reactions
- Transcript highlights synced to video
- All insights tied to precise timestamps
Group-Level Patterns
- Themes and sentiments that occurred across multiple players
- How many encountered the same issue
- Where confusion or frustration spiked in the majority
- A clear view of systemic vs isolated issues
Group-Level Patterns
- Themes and sentiments that occurred across multiple players
- How many encountered the same issue
- Where confusion or frustration spiked in the majority
- A clear view of systemic vs isolated issues
Understand the player, then understand the pattern.
Faster Understanding. Clearer Decisions. Stronger Playtests.
Built to support real game teams
Value Points:
- Insight generation in minutes, not hours
- Works across long-form, organic play sessions
- Removes human bias from first-pass interpretation