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Get Started Free →Plan, run, and interpret game playtests. Use when validating prototypes, onboarding, difficulty, mechanics, UI clarity, retention, or fun; when writing playtest scripts, surveys, observation plans, or telemetry requirements.
.claude/skills/hashgraph-online-game-playtest-planning/SKILL.md| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-05 | ✗→✓ | ▲ Improved | 18% | 0% |
| case-12 | ✗→✓ | ▲ Improved | -40% | 0% |
| case-18 | ✗→✓ | ▲ Improved | -17% | 0% |
| case-11 | ✓→✗ | ▼ Worse | -41% | 0% |
| case-20 | ✓→✗ | ▼ Worse | 28% | 0% |
Use this skill to turn uncertainty into a playtest that can guide build decisions. A useful playtest starts with decisions the team is willing to make based on evidence.
Primary source: The Art of Game Design: A Book of Lenses, Third Edition by Jesse Schell, especially chapter 28 on playtesting. The workflow is transformed and paraphrased.
Supporting sources include Games User Research playtest guidance and Nielsen Norman Group usability-testing methods.
Research Questions: what must be learned.Participant Plan: who to test and why.Protocol: setup, tasks, moderator script, data to collect, and debrief.Telemetry: events and metrics to instrument.Analysis Plan: severity rubric, decision rules, and next design actions.Before producing a playtest plan, read:
references/core/guide.mdworkflows/playtest-protocol.mdOther measured skills in the registry, with their headline benchmark lift.