How AGMC brought its parking zones into one live view

AGMC — the BMW Group in the UAE.

As the exclusive importer for BMW Group across Dubai, Sharjah, and the Northern Emirates, AGMC operates one of the region's most demanding after-sales service environments. Premium vehicles. Premium expectations. A daily throughput most workshops would consider a peak day.

AGMC's service centers handle a high daily volume of vehicles. Each one moves through a sequence of zones — intake, diagnostics, repair, wash, pickup — spread across many outdoor parking areas. In Dubai's summer heat, locating a specific car for handover became one of the highest-friction moments in an otherwise premium customer journey.

AGMC needed a system that could see each car's zone and stage as it happens — and turn that into operational SLAs the team could actually deliver against.

Premium service, slowed by a manual hunt.

With parking spread across many outdoor zones, finding a single car for a customer pickup could mean a long search on foot. Heat made it harder. Volume made it routine. And every minute spent searching was a minute the customer was waiting at the service desk.

Three problems compounded into one operational drag:

• Cars out of sight once parked — the moment a car left the workshop bay, its exact location lived only in the memory of whichever team member parked it.
• No real-time view of repair stage — service advisors couldn't tell a customer, with confidence, where their vehicle was in the workflow, let alone when it would be ready.
• Delay communication was reactive — customers learned about delays at the desk, not before they left home. Every avoidable wait eroded the BMW experience AGMC is known for.

Pulses Ops, the Automotive Template, and Pulses Vision Pro.

AGMC deployed Pulses OS with the Pulses Ops module, configured to the Automotive Template. The architecture runs hybrid — edge AI inside the hardware, with secure orchestration on Microsoft Azure — and integrates directly into Microsoft 365 so the service team works inside tools they already use.

1. Hardware — Pulses Vision Pro. Outdoor devices sealed to IP67, built for Gulf heat and high-glare conditions. License-plate recognition runs on the device, and video streams are not sent to the cloud.
2. Software — Pulses OS · Automotive Template. Pulses Ops adapted for service-center reality. Pulses OS swaps "humans" for "vehicles" and exposes throughput, bay utilization, repair-stage progression, and zone capacity as a single operational dashboard.
3. Cloud — Microsoft Azure · Hybrid. Built on the strategic Pulses × Microsoft partnership. Azure delivers global-scale orchestration and storage; the heavy lifting stays on the device, even under harsh outdoor conditions.
4. Workflow — Microsoft 365 Integration. Repair-stage status, real-time location lookup, and automated delay notifications are surfaced directly inside the Microsoft 365 tools the AGMC team uses every day. Customers are alerted before they arrive — not at the counter.

From searching the lot to looking it up.

AGMC's after-sales operation moved from reactive coordination to a measurable, SLA-backed workflow, with ~15% more service-lane throughput (published by Microsoft, 2023).

We replaced a search problem with a knowledge problem. The team no longer asks where a car is — they ask what to do next.

Built for other premium operations too.

• Edge AI on the device — plate recognition and zone logic run on-device. No network round trips, and video streams are not sent to the cloud.
• Deployment agility — Cloud, On-Prem, or Hybrid. AGMC chose hybrid. Other partners run fully On-Prem for data sovereignty. Pulses adapts to the customer's architecture — not the other way around.
• Microsoft-grade enterprise foundation — as a Microsoft strategic partner with MACC-eligible commercial terms on Microsoft Marketplace, Pulses deployments plug into the enterprise stack customers already trust.
• Insights, not images — Pulses is a Physical Intelligence platform. We don't deliver footage to review. We deliver decisions to act on, in real time.