A pilot should answer the decision to
expand.
The investment thesis advances through evidence: managers using Cait under shift pressure, useful support in daily work, greater leadership capacity and operators choosing to deploy more broadly.
The starting point
Manager workload, shift patterns, eligible users and the operator’s approved knowledge establish the context for evaluation.
Reliability & utility
Answer quality, availability and useful Read-In and Read-Out interactions indicate whether Cait fits the work.
Sustained adoption
Usage across managers and shifts, handoff continuity and operator feedback show whether value persists.
Commercial validation
Paid conversion and additional locations indicate whether the operator sees enough value to expand.
Early leading indicators
Commercial & longer-term evidence
How the pilot is measured.
Shift managers / leaders
Preparedness, handoff quality, ability to find answers, perceived shift effectiveness, stress, leadership capacity, work sentiment and intended tenure.
General managers
Visibility when absent, catch-up effectiveness, consistency with and without the GM present, interruptions, confidence taking time away and leader development.
Crew
Whether stronger manager capacity shows up as support, recognition, development, clarity, teamwork, lower stress and better employee sentiment.
Measurement cadence.
Establish the unexposed starting point before Cait use.
Repeat the same core measures and add Cait-specific feedback.
Repeat measures and combine them with usage and available operating context.
Where feasible, evaluate actual retention, voluntary separation and new-hire survival.
Evidence status.
From early signals to an investment case.
Live restaurant deployment and early indicators are the next proof points for this stage. Sustained usage and operator value will inform commercial expansion and the terms of subsequent financing.
The framework describes the evidence being pursued. Early observations will be distinguished from completed pilot results and longer-term outcomes. Forty-five-day changes are leading evidence, not causal proof of turnover reduction.