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Why a 3-Year AI Drive-Through Pilot Was Killed After 100+ Locations
Global Quick-Service Restaurant Chain
3 years
pilot Duration
100+
locations
Low-to-mid 80%
accuracy
Terminated
outcome
The Challenge
Corporate partnered with a major tech company for AI-powered voice ordering at drive-throughs. However, 95% of the restaurants were operated by franchisees who were excluded from the evaluation process and had no voice in the initiative.
The Approach
The system was piloted at 100+ locations over 3 years. It consistently struggled with accents, background noise, and complex orders. Franchisees reported that every convention demo produced incorrect orders. Viral social media videos of comical ordering failures compounded the damage.
The Results
The partnership was terminated in June 2024. The system never achieved the accuracy needed for scale. The initiative became a public embarrassment through viral social media content.
Seven Pillar Insights
Leadership Alignment
Excluding franchisees — the people who actually operated the restaurants — from the AI evaluation process guaranteed misalignment between corporate ambition and operational reality.
Scale Strategy
Expanding to 100+ locations without solving fundamental accuracy problems turned a pilot failure into a brand reputation risk.
Key Lessons
1
AI initiatives that bypass the people who operationalize them will fail
2
Field-level alignment is as important as executive sponsorship
3
Three years of poor results without course correction signals broken feedback loops
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