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Xinexis

Insights

Engineering notes for difficult systems decisions

Practical writing on architecture, data, modernization, reliability, and applied machine learning—written to help technical and operational leaders make clearer decisions.

Published notes

Practical writing on architecture, data, modernization, reliability, and applied machine learning.

3 min read
Screenshot of the website illustration: a car crosses a simulated pothole, a vibration trace shows peaks, and matching points appear on a fictitious route map.

Try a virtual drive: explore the Road Monitor idea

Explore the Road Monitor interactive demo. Adjust simulated potholes, follow the vibration trace and see how GPS connects readings to a route map.

  • Road Monitor
  • Interactive demo
  • Vibration mapping
  • Product development
4 min read
Conceptual progression from phone motion data through preserved original records to a route review with uncertainty regions.

Designing a road-monitoring pilot that can earn trust

Xinexis outlines the next Road Monitor pilot: offline capture, traceable processing, controlled sharing and field evaluation before wider deployment.

  • Road Monitor
  • Pilot design
  • Architecture
  • Validation
4 min read
Concept illustration of a phone beside a paper route map, car and vibration trace.

Road vibration maps: a starting point for closer inspection

Discover how Road Monitor maps phone vibration readings along driven routes, its intended role for road teams and its current development status.

  • Road Monitor
  • Road maintenance
  • Vibration mapping
  • Municipal technology
4 min read
Concept illustration of a synthetic receipt with its total highlighted and linked to the example value 42.80.

Receipt data extraction: start with the fields your team needs

Scope receipt data extraction around the fields your accounting team needs. Learn what the Xinexis prototype does today and how to discuss further requirements.

  • Receipt data extraction
  • Accounting workflows
  • Document processing
  • Product development
4 min read
Conceptual illustration of a prototype progressing through checkpoints into an operational system.

AI pilot vs production system: what actually changes

Assess AI production readiness through workflow ownership, evaluation, integration, human review and recovery. Includes an illustrative support workflow.

  • Applied AI
  • Production systems
  • Evaluation
  • Reliability
4 min read
Property records connect through shared identifiers to work orders and permits. Reconciliation identifies exceptions for an accountable owner. This is an illustrative software workflow.

Connecting property, maintenance and parking systems

Connect property records, maintenance requests and parking permits with clear ownership, reliable handoffs and useful operational reporting.

  • Property operations
  • Systems integration
  • Workflow design
  • Data quality