Insights from the engineering floor.
Articles on fleet telematics, TMS, warehousing, Industry 5.0 and applied AI — by Ponvannan P, our Founder & CTO, and the FlexiDigit team.


The Transport Management System in the Industry 5.0 Era: From Route Planning to Compliance Orchestration
A modern TMS is no longer a tool for picking carriers and printing paperwork. It is the system that decides whether a load moves, whether a driver runs out of clock, and whether a truck passes its next inspection.
Read article87% of Hours-of-Service Violations Are Paperwork: What 5.8 Million Roadside Inspections Say About Your TMS
One in five inspections ends with a truck or driver out of service. Almost none of it is about driving too long. All of it is traceable to a system decision.
Read article48.8% Hired, 49.2% Gone, +0.1% Headcount: The Warehouse Labour Number That Changes the Automation Argument
Three public BLS series, one API call, and a business case for robots that has nothing to do with a labour shortage.
Read articleFrom Automation to Collaboration: How Industry 5.0 Is Reshaping Warehousing, Transport and the Supply Chain
Robots, drones and AI-enabled cameras are moving from pilot projects to the operational core of logistics. Here is what that means for WMS, TMS, fleet management and the businesses that run them.
Read articleBuilding a Real-Time Fleet Telematics Platform with AWS IoT Core, Lambda and TimescaleDB
GPS, CAN bus, TPMS and fuel sensors, from the vehicle to a live map on web, Android and iOS
Read articleTurning 2.2 Million Vehicle Complaints Into a Fleet Recall Knowledge Graph
30,313 recall campaigns, 166,200 citation edges, 46 seconds to parse, zero LLM calls, and what public data can’t tell a truck fleet
Read articleThree Ways to Work with AI — When Your Data Source Is a Truck
Autopilot, human-in-the-loop, and ask. Same telemetry, three levels of trust — and one rule for deciding which of your workflows belongs in which.
Read articleWhy InfluxDB is Ideal for Fleet Telematics: Part 2 — Implementation, Advantages & Real-World ROI
Building a Data-Driven Fleet Management Platform
Read articleWhy InfluxDB is Ideal for Fleet Telematics: Part 1 — Understanding Modern Vehicle Data
From GPS to Dashcams: Why Traditional Databases Can’t Handle Fleet Intelligence
Read articleIoT & GPS Technology: GPS Error Correction, GNSS Signal Quality, Multi-Satellite Triangulation & Sensor Fusion
GPS accuracy of ±5 meters sounds impressive until you’re tracking a delivery truck on a city street and your system thinks it’s on the sidewalk. In urban canyons, GPS signals bounce off buildings. Tunnels block satellites entirely.…
Read articleAgentic AI in logistics: from dashboards to decisions
Dashboards tell you what went wrong. AI agents notice it first, propose a fix and — with your approval — carry it out. Here's how agentic AI actually works in logistics operations, and where to start.
Read articleSmart bins, robots and digital twins: building a warehouse that counts itself
Cycle counts, stock mismatches and lost picks cost warehouses every day. Weight-sensing bins, RFID and a live digital twin can make inventory accurate by default. Here's how the pieces fit together.
Read articleDealer-level demand forecasting: what it really takes to reach 95%+ accuracy
Monthly, top-down forecasts hide the detail that drives stock-outs. Here's what changes when you forecast daily by product, dealer and region — and the practical steps that got one manufacturer to 95%+ accuracy.
Read articleFleet telematics beyond GPS: fuel, TPMS, CAN and AI dashcams in one view
A dot on a map is only the start. Fuel sensors, tyre-pressure monitoring, CAN-bus data and AI dashcams turn a tracked fleet into a well-run one. Here's what each sensor tells you — and why bringing them together matters.
Read articleFrom idea to MVP in 6–8 weeks: our product development playbook
Long discovery phases and big-bang launches burn budget before anyone uses the product. Here's the week-by-week approach we use to get a working MVP into real users' hands in 6–8 weeks.
Read articleComputer vision on the factory floor: practical defect detection and machine health
Manual inspection and run-to-failure maintenance are two of manufacturing's most expensive habits. Here's how computer vision and sensor-based AI tackle both — and how to run a pilot that proves the value.
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