AXI Mobility

Electric fleets in Nairobi generate constant physical events: trips, battery levels, charging sessions, location pings, downtime.

That data is spread across devices, vendors and spreadsheets, and rarely forms a reliable account of what a vehicle actually did.

I thought telemetry would make the record easy. Machines, unlike people, report on themselves.

Telemetry is noisy, incomplete and vendor-specific. A battery reading means little without knowing the trip, the driver, the charge history and the asset it belongs to.

The problem moved from collecting data to deciding which events matter, how they link to assets and people, and how others can verify them.

Fleet-data systems connecting sensors, vehicles and operational events. I led hardware and software product design: vehicle and battery telemetry, data schemas, linked assets, driver workflows and operator dashboards.

Early integration with peaq for decentralised machine identity and verifiable fleet events.

In August 2025 I exited through a founder buyout and returned my operating focus to AXK.

Machine data doesn't remove the representation problem; it relocates it. Someone still has to decide which events matter and how they compose into a trustworthy history.

The same question, asked of vehicles: how does a stream of physical events become a record that a financier, operator or regulator can act on?