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Facility AI InstituteDecisions you can defend

Simulation platform

FAI LABS

Learn by Doing.

Work through realistic fictional facility problems with synthetic data. Every answer key is calculated from the dataset — not asserted.

FAI Labs
LAB 001Available

The Maintenance Intelligence Challenge

500 work orders. A confident AI report. Find what it got wrong and decide what deserves attention.

Start Lab
Difficulty
Foundational
Scope
7 steps · ~30–45 min
Dataset
500-row CSV
Skills
Data quality, KPIs, Error detection, Decision-making
LAB 002Coming soon

The Capital Budget Challenge

Find omissions, scope gaps, incorrect savings assumptions, and misleading construction cost comparisons.

Intermediate · Scope review, Financial reasoningDataset in development
LAB 003Coming soon

The Facility Capacity Challenge

Distinguish nominal design capacity from sustainable operating capacity.

Intermediate · Capacity modeling, BottlenecksDataset in development
LAB 004Coming soon

The Staffing Model Challenge

Build a staffing recommendation from fictional maintenance workload and operational demand.

Intermediate · Workload analysis, ScenariosDataset in development
LAB 005Coming soon

The AI Workflow Challenge

Design an automated work-order process with validation, human approvals, and exception handling.

Advanced · Automation design, ControlsDataset in development
LAB 006Coming soon

The Risk Register Challenge

Analyze risk likelihood, impact, mitigations, owners, triggers, and closure evidence.

Intermediate · Risk analysis, GovernanceDataset in development