Build, buy or extend: who owns each IoT lifecycle responsibility
Compare building in-house, buying a packaged platform and extending the existing system by who owns integration, maintenance and exit responsibilities.
Blog
IoT for growing operations, answered.
Practical articles on sensors, monitoring, alarms and data for controlled growing operations—and the IoT engineering behind them—from Manna Insect Oy.
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How to add AI to an existing IoT system without replacing it
Start an AI addition with one bounded task, a qualified data interface and an evaluation against the current process — then decide whether to expand.
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A successful IoT bench test is not site commissioning
A successful IoT bench test is not site commissioning. Here is what site acceptance must still establish before the system is ready to operate.
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From a device document to a qualified IoT driver
Treat AI-generated driver code as a candidate. Check document provenance, target hardware, failure behaviour and acceptance before calling a component supported.
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An IoT bill of materials should preserve integration knowledge
A bill of materials answers what to buy. It stays useful after installation only when it also preserves identity, evidence and replacement constraints.
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What interface documentation does an IoT integration actually need?
A checklist of the documentation an IoT integration needs before coding starts: value semantics, read versus write, command acknowledgements, retry behaviour and access.
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Wired or wireless IoT: what a site survey must establish
A practical checklist for the wired-or-wireless IoT decision: survey the whole connection, map connectivity needs to the operating scenario and plan for interruption before comparing options.
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PLC, microcontroller or Linux computer: how do I choose the right IoT node?
There is no universally best IoT node class. Compare candidate configurations against your workload, operating responsibilities and evidence, then choose on fit.
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Choosing an IoT sensor: write the measurement brief first
Specify the variable, location, operating conditions and required decision before comparing IoT sensors — then compare manufacturer evidence against that brief.
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How to choose IoT hardware before choosing a platform
A requirements-first checklist for choosing IoT hardware before a platform: operating job, documented interfaces, installed responsibilities, acceptance test.