Completed

Smart Mobility & IoT: $100M+ Product Lines

Scaling connected mobility products through platform phases—from SKU chaos to portfolio discipline.

Revenue

$100M+

Product lines (peak)

SKU reduction

-38%

Rationalized portfolio

Launch cycle

-22%

Time to market

NPS

+14

Post-platform UX

The Problem

IoT and mobility portfolios sprawl across firmware variants, regional regulations, and channel-specific bundles. Without platform thinking, each launch reinvents integration and dilutes margin.

The AI Architecture

Modular hardware/software separation, shared cloud services, partner certification rails, and analytics that tie usage to reliability and revenue—not vanity connectivity stats.

The ROI/Outcome

Portfolio rationalization and platform reuse supported nine-figure revenue lines with faster launches and lower service cost per device.

Tech Stack

Device

  • OTA
  • Secure boot
  • Telemetry

Cloud

  • MQTT / streaming
  • Rules engine
  • APIs

Partners

  • Cert programs
  • SDKs
  • Support tiers

Business

  • Subscription
  • Attach analytics
  • COGS modeling