Before Shelfforce, the operations team ran quarterly shelf audits with a 12-person field team. Reports landed on regional managers' desks weeks after each visit, by which point any insight had already gone stale. Stockouts went unnoticed for days, planogram drift compounded silently, and cost-per-store kept climbing.

In the first 90 days, that flipped. Reps now snap a single shelf photo on their existing route, and a structured report is in the right hands before they've left the parking lot. Stockouts surface in real time. Planogram compliance is tracked weekly instead of quarterly. Coverage tripled with the same headcount, and cost-per-store dropped 68%.

The agent runs in the background. There's no app to install, no training to roll out, no SOW to sign. The team adopted it via WhatsApp in a single afternoon, and the structured data flows directly into the existing reporting stack the team already trusts.

Six months in, we've expanded the rollout from a single pilot region to all 3,400 stores. The same operations lead who was sceptical AI could read shelves now uses the platform as the source of truth for every Monday morning planning meeting.

The shift has been cultural as much as operational. Where weekly retros used to start with "do we trust the numbers?", they now start with "what should we do about them?". The data is no longer the question. It's the starting point.

And because the agent keeps a complete photographic audit trail of every visit, disputes with retailers and field-team accountability conversations are now resolved in minutes, not weeks. The single source of truth has become the single point of agreement.