MQTT ingestion, geofenced alerts, and reliable OTA—so fleets and field devices stay observable, secure, and updatable without flying technicians to every asset first.
Know what every vehicle or edge node is doing—before failure shows up on a customer ticket
We build telemetry pipelines that tolerate spotty networks, device clock skew, and firmware variance. Rules and ML hooks sit on top of normalized signals so ops teams get ranked incidents—not a wall of raw charts. OTA is treated like releases: staged rollouts, automatic rollback on health checks, and signed artifacts—so updates fix problems instead of creating them.
01 // THE MANDATE
MQTT ingestion, geofenced alerts, and reliable OTA—so fleets and field devices stay observable, secure, and updatable without flying technicians to every asset first.
We build telemetry pipelines that tolerate spotty networks, device clock skew, and firmware variance. Rules and ML hooks sit on top of normalized signals so ops teams get ranked incidents—not a wall of raw charts.
OTA is treated like releases: staged rollouts, automatic rollback on health checks, and signed artifacts—so updates fix problems instead of creating them.
02 // ENGINEERING
Development process
Structured phases—from discovery to launch—with clear ownership and handoff points.
Device & network reality check (weeks 1–3)
Telemetry backbone (weeks 2–10)
Applications (weeks 8–14)
OTA program (weeks 10–16)
Operate
03 // CAPABILITIES
Core Capability Matrix
The building blocks of your solution
Ingestion
MQTT/HTTP with TLS, per-device auth, and topic naming conventions.
Time-series store
downsampling, retention tiers, and efficient geospatial queries.
Digital twin light
last-known state, firmware version, and config snapshot per asset.
Rules
geofence, speed, idle time, battery, and CAN-derived DTC correlation where available.
OTA
campaign manager, cohorts, canaries, and rollback triggers.
Security
key rotation, device revocation, and anomaly detection on command patterns.
Field tools
mobile-friendly views for installers with QR provisioning.
Integrations
ticketing, CRM, and data warehouse export for BI teams.
04 // DELIVERY LIFECYCLE
The strategic roadmap
Milestones and checkpoints—each phase has a clear outcome before the next begins.
Weeks 1–3: Architecture, threat model, pilot device cohort sized.
Weeks 4–9: Ingest live; core dashboards; alert noise baseline measured.
Weeks 8–14: OTA beta; rollback drills; dispatch integrations.
Weeks 13–18: Fleet-wide criteria; documentation; training for NOC.
Ongoing: New device families; connector additions; cost optimization as data volume grows.
05 // PRODUCT SCOPING
Choosing your path
Two engagement models—start lean and iterate, or commit to a full platform build from day one.
MVP
Speed & essentialism
Full product
Enterprise maturity
06 // PARTNERSHIP
Why work together
A single accountable partner across strategy, build, and go-live—not a revolving door of vendors.

End-to-end ownership: discovery, architecture, implementation, and launch—with clear communication and production-grade engineering.
- Discovery & alignment
- Systems that scale
- Implementation depth
- Clear comms
07 // CLARITY
Frequently asked
Adaptive upload intervals, edge filtering of high-frequency signals, and aggregation before egress—cost dashboards per fleet so finance sees trends early.
08 // MORE SOLUTIONS
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Tell me about your product goals and timeline—I'll respond with a clear path forward.