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Factry closes the gap between human insight and machine precision, ensuring both work together at their peak potential.
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Ignition v8.3: Ignition built the door with the new API. Here’s what walks through it.
"Ignition v8.3 introduces a new public API that enables module developers to implement their own historians, making Ignition a platform for building historians." Here's what that means for you.
Usman Khalil

Batch Analysis: A Practical Guide for Process Manufacturers
What batch analysis actually means, the methods teams use to compare and improve batches, and the one prerequisite most guides skip that decides whether any of it works.
Usman Khalil

Does your SCADA do two jobs at once?
SCADA historians are designed for operational access ie. high-frequency tag storage, real-time trend views, alarm history. They do that job well. They're not designed, however to handle long-term analytics, cross-system context, data access for teams outside the OT environment. That's a different job with different requirements.
Usman Khalil
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Root Cause Analysis in Manufacturing: Why It Takes Hours, Not Twenty Minutes
Root cause analysis methodology takes twenty minutes. Finding the data to run it takes the other three hours. Here's why, and what actually fixes it.
Usman Khalil
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Data Unification: How Three Industrial Giants Solved a Costly Problem
How three fermentation and food & beverage giants replaced fragmented OT and IT systems with one unified data layer, and what became possible once they did.
Usman Khalil
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How manufacturers are cutting their energy bill without guessing
Most factories already monitor energy at the site level. Rising energy prices mean that's no longer enough. This guide walks through how food manufacturers are moving from total-consumption monitoring to batch-level energy intelligence: what to meter, how to connect it to process data, and which KPIs actually drive action.
Usman Khalil

FactryOS v6 is here: Launching a Modern Checklist Experience
If you manage quality in a production environment, you already know the story. Operators run around the shop floor with paper checklists that are difficult to manage, or are completed hours after the actual check. At the end of the shift, someone has to manually type the results into Excel. By the time an issue surfaces, it’s usually too late: non-conformities slip through and nobody fully trusts the data. Today, with FactryOS v6, we’re changing that.
Usman Khalil

Factry Historian v8.1: Ask your data anything
Factry Historian v8.1 furthers our mission to make industrial data easier to access, understand, and use with the launch of the MCP server. In doing so, Factry is connecting structured industrial data to the AI interfaces you already use. This release also brings a lot of refinement, consistency across the platform, and more robust calculations.
Jente De Meyer

Why Most Factories are Not Ready for AI
The case for using AI/LLMs in manufacturing is compelling to say the least. Imagine just asking your phone for the batch report for a batch that came back with a complaint, and getting the answer right away instead of having to sift through data or reports.
Usman Khalil