Diagnostics & Analytics
Downtime analysis, root cause analysis engines, field diagnostic tools, and IoT visualization portals, moving beyond symptom handling into systematic problem resolution.
What We Deliver
Core capabilities
Downtime Analysis
Systematic analysis of device downtime events, root cause identification, and pattern detection across fleet deployments.
Field Diagnostic Tools
On-device and remote diagnostic interfaces for field technicians to quickly identify and resolve device issues.
IoT Visualization Portal
Real-time dashboards and historical analytics for device telemetry, health indicators, and operational KPIs.
Anomaly Detection
Statistical and ML-based anomaly detection on device telemetry to identify issues before they become failures.
Log Aggregation & Search
Centralized log collection, parsing, and search across entire device fleets with structured query support.
Performance Benchmarking
Continuous performance profiling, regression detection, and reporting across firmware and cloud services.
Engineering Flow
How we execute
Tech Stack
Tools & technologies
Grafana
Real-time dashboards and alerting for IoT telemetry.
TimescaleDB
Time-series database for device telemetry storage.
Elasticsearch / Loki
Log aggregation and full-text search.
Python / Pandas
Data analysis and anomaly detection pipelines.
MQTT / Kafka
Real-time telemetry ingestion pipelines.
Prometheus
Metrics collection and alerting infrastructure.