WattsWorth project

byWeeb Tamizha

1. DrillMaster Pitch: Run a realistic emergency tabletop drill (fire, chemical spill, active threat, IT outage) in 45 minutes with AI playing every external actor. Problem: Companies, schools, and hospitals are required to run drills; most are box-ticking because scenario design and facilitation cost thousands. Solution: LLM generates the scenario, injects complications in real time ("the sprinkler main just failed"), plays callers/authorities/media, and auto-writes the after-action report. Features: Scenario generator by facility type · live inject engine · multi-player web room · scored decisions vs. best practice · compliance-ready AAR export. Why now: AI roleplay training is mainstream in 2026 (Bodyswaps overview), but the drill/tabletop niche is unserved by anything cheap. Compliance = non-discretionary budget. Monetization: $99–299/drill or $150/mo per site; safety consultants as channel. MVP: Next.js + Claude API + WebSocket room. 4–5 weeks. Zero infra beyond API credits. Risks: Liability wording ("training aid, not certified plan"); serious-incident content needs careful guardrails. Impact: Short term: drills people actually remember. Long term: the standard rehearsal layer for organizational resilience.

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Architecture

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Landing design preview
Landing: View Info
Login: Sign In
Dashboard: View Drills
Dashboard: Create Drill
ScenarioSelect: Choose Template
RoleSetup: Configure Roles
InjectSetup: Configure Injects
DrillRoom: Initiate Drill
DrillRoom: Monitor Drill
Report: View Scored Evaluation
Report: Review Compliance Doc
CorrectiveTracker: Update Actions
Landing design preview
Landing: View Info
Login: Sign In
Dashboard: View Drills
Dashboard: Create Drill
ScenarioSelect: Choose Template
RoleSetup: Configure Roles
InjectSetup: Configure Injects
DrillRoom: Initiate Drill
DrillRoom: Monitor Drill
Report: View Scored Evaluation
Report: Review Compliance Doc
CorrectiveTracker: Update Actions