Avaronn, connected vehicles · 2025
Three vehicle apps, one event stream, and coordination done by hand
Led by Ansuj Joshi as co-founder and AI tech lead at Avaronn, Jan to Dec 2025 (exited 2025)
Situation
A connected-vehicle ecosystem with three production apps needed real-time telemetry and assignments that were being coordinated manually.
What we built
A Kafka event-driven backend with real-time telemetry and automated assignment workflows.
What changed
Manual coordination fell by 70%.
The problem
Vehicles, drivers and jobs produced events that three different apps needed in different shapes, and people in the middle were relaying them.
What we built
- A Kafka event backbone that every app publishes to and subscribes from.
- Real-time telemetry ingestion and automated assignment workflows that replaced the manual relay.
- Code reviews, testing, debugging and CI/CD pipelines, with ML integrated across the three apps.
How it works
- Events are the source of truth; each app projects the stream into the view it needs.
- Assignment rules run on the stream, so a new job is matched the moment it appears.
What changed
70%
less manual coordination
Source: Ansuj Joshi resume, 2026
Stack
If this looks like your situation
Tell us where it hurts. We will say whether it is worth automating, and what we would build first.
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