Architecture notes for industrial teams preparing for Ignition 2027, MCP, agentic AI and the next wave of operator applications. We separate what Inductive Automation has announced from what still needs to be validated in the field.
These articles are engineering perspectives, not product announcements. They use current Inductive Automation documentation and public announcements as the evidence base, then explain where we believe specialized industrial applications can add value around Ignition.
Inductive Automation has announced an Ignition 2027 preview and an AI roadmap discussion for ICC 2026. Here is what industrial teams should prepare now - and what should wait until the keynote.
Read article →A practical architecture for adding computer vision, MES, digital twin context and governed AI around an existing Ignition environment without creating another SCADA replacement program.
Read article →Ignition exposes rich diagnostics and Perspective metrics. The next opportunity is to correlate them into baselines, incident timelines and application-level explanations that operations teams can act on.
Read article →A machine-vision result creates more value when the operator can review the image, confidence, traceability context and disposition in the workflow they already use.
Read article →We would rather discuss a measurable use case than another generic AI demo.
