Insights

Field notes from inside the launch.

Specific writing on the decisions that move connected-vehicle programs. No frameworks for their own sake, no recycled trend pieces — just what the work taught.

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genaiotaoperations

What it actually takes to ship GenAI to a live vehicle fleet

Demos are easy; production fleets are not. Shipping conversational GenAI to 900K+ vehicles in six weeks came down to operations and rollout discipline, not model choice — gating activation with entitlements, sequencing five org boundaries, and deciding what "safe enough to launch" means when the fleet is already on the road.

May 28, 2026 · 6 min read

entitlements

Entitlements are the product: feature flags as revenue infrastructure

Most teams treat feature flags as a deployment convenience. At fleet scale they become the spine of the business — the layer that decides who gets what, enables paid journeys, and lets you launch, beta, and experiment without all-or-nothing risk.

7 min read

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build-vs-buy

Build, buy, or kill: how to make the call without a vendor in the room

The hardest connected-vehicle decisions aren't technical — they're about who you ask. Advice from a firm that profits when you build is structurally tilted. A plain method for pressure-testing a build-vs-buy decision, the questions that surface a hidden conflict, and how to recognize the feature you should kill before it kills your timeline.

5 min read

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