Works on the bench, fails on site
Real conditions bring interference, unstable power, and integration conflicts that never showed up in the lab.
Commissioning and launch in the real world
We bring equipment and software to stable operation on site — from installation to acceptance:
- installation & connection
- calibration
- load testing
- team training
- remote support
From our projects
¶ Client pain points
¶ What we do03 areas
What we do at launch
We make sure the system works in real-world conditions and stays stable.
01 / 03
On-site installation & integration
We install equipment and connect it to the client’s networks and systems.
- device installation
- network connection
- systems integration
- compatibility checks
02 / 03
Calibration & testing
We tune, calibrate, and load-run the system, recording reference parameters.
- sensor calibration
- load testing
- integration tests
- parameter recording
03 / 03
Handover & support
We train the client’s team, hand over documentation, and support the system remotely.
- operator training
- documentation & procedures
- commissioning certificate
- remote support
¶ Tech stackArchitecture
Field
Test and measurement equipment
Protocols
Modbus, CAN, MQTT, OPC UA
Diagnostics
Logging, telemetry, tracing
Backend
Go, Python, REST API
Monitoring
Grafana, Prometheus, alerts
Docs
Procedures, runbooks, checklists
¶ How we work06 steps
Field-Ready Commissioning
- 01Stage
Preparation
Checklists, equipment, and site visit procedures.
- 02Stage
Installation
Device installation and connection to the client’s systems.
- 03Stage
Calibration
Tuning, load runs, and recording reference values.
- 04Stage
Integration tests
We test the system in real-world scenarios.
- 05Stage
Handover
Operator training and documentation handover.
- 06Stage
Ongoing support
Remote monitoring and support after launch.
¶ Case studies03 projects
+7%
LogiFlex
AI service for logistics load optimization
Project highlightOn-site equipment start-up and integration.
5
999111 software suite
A software product suite for a construction company
Project highlightBringing the system to stable operation under load.
×7.5
Part inspection service
Automated change analysis for 3D models in manufacturing
Project highlightRollout and validation of the solution in a production environment.
¶ Who it’s forWhere we launch systems
Manufacturing
Lines and equipment
Urban infrastructure
Transit and terminals
Server rooms & data centers
Infrastructure systems
Field sites
Distributed sites
¶ Why BonsaiWhy trust us with your launch
01
Real-world ready
We account for interference, power supply, and the site’s physical constraints.
02
Zero downtime
We launch in stages and hand over a stable system.
03
Documentation & training
We give the client’s team everything they need to operate the system.
04
Ongoing support
We stay in touch after acceptance and help you scale.
Estimate commissioning
We’ll review the launch of your system:
- —assess the on-site scope of work
- —identify real-world risks
- —draw up a plan and checklists
- —provide an estimate and timeline