PM AI Agent: the AI assistant built for the plant floor

PM AI Agent combines live process data, root cause findings, and your plant’s own institutional knowledge to answer production questions in plain language. It doesn’t replace your best operator, it gives every operator access to their knowledge, and for the first time, lets the process talk back.

AI² — Authentic Intelligence × Artificial Intelligence

The platform only works when both are present.

PM AI Agent isn’t a substitute for operator expertise. It’s built from it. The formula is simple: Authentic Intelligence times Artificial Intelligence equals Applied Intelligence, the kind that actually shows up on the floor at 2am on third shift.

Authentic Intelligence

What your operators already know

The knowledge that doesn’t show up in any manual.

  • Your operators carry decades of process knowledge: how the line behaves in winter, how a grade change signals trouble two hours early, which alarms are real and which are noise.
  • That knowledge is irreplaceable. It lives in the people who’ve run the line the longest.
  • ProcessMiner captures it and makes it available 24/7, on every shift, not just the shift the expert happens to be working.
Applied Intelligence (AI²)

What PM AI Agent puts in every operator’s hands

Operator judgment, delivered on demand.

  • PM AI Agent combines that captured operator expertise with real-time process data, root cause signals, and your plant SOPs.
  • The result isn’t AI replacing your team. It’s your team’s best judgment, on every shift, without exception.
  • New hires and third-shift operators get the same answer your 25-year veteran would give.
Artificial intelligence without authentic intelligence is not really accurate. You have to have both.
— ProcessMiner CEO, on the AI² framework

A new kind of conversation

For the first time, the conversation goes both ways.

Traditionally, a manufacturing asset is silent until something breaks. PM AI Agent changes that: it doesn’t just answer questions, it can also tell you what it’s seeing, before you ask. That shift, from a system you query to a system that reports and clarifies, is what turns a piece of equipment into something closer to an intelligent collaborator on your floor.

It reports, not just responds

When conditions drift outside the range your process should be running in, PM AI Agent can surface that on its own, not only when someone thinks to ask. See how it spots drift in Process Monitoring and traces it back in Root Cause Analysis.

It asks back

A vague question gets a clarifying follow-up, the way a colleague would, instead of a best-guess answer.

It’s on demand, not on hold

No phone call, no waiting for the right person to be on shift. The answer, and now the flag, is instant, every shift, every time.

How PM AI Agent works

Ask a question. Get a grounded answer.

No dashboards to build, no reports to run. PM AI Agent answers production questions the way a knowledgeable colleague would, except it’s available on every shift, and it shows its work.

01 / Plain-language questions

Ask it what happened

Type a plain-language question: “What caused the breaks on PM3 last shift?” PM AI Agent draws from three sources: live machine data, root cause analysis findings, and your plant’s own documents. The answer is specific and grounded, not a generic guess.

  • Cites the RCA finding and the SOP it references, not just a summary
  • Surfaces pattern matches, like prior breaks with the same signature

Ask it what happened

What caused the breaks on PM3 in the last shift? Top driver: refiner amp spikes (RCA), correlated with a wet-end pH drop. SOP-114 recommends holding pH at 6.8–7.2. Two prior breaks this month share the same signature.
02 / Trained on your plant, not the generic internet

It knows your plant

PM AI Agent is trained on your SOPs, equipment manuals, and downtime logs, not just general manufacturing knowledge. When it references a procedure, it references yours: the actual document number, the actual setpoint range your plant uses.

  • Reads your unstructured plant knowledge: SOPs, downtime codes, equipment manuals
  • Supplemented by general manufacturing knowledge only where it’s relevant, never in place of your own documentation

Your plant’s own documents

SOPs SOP-114 Equipment manuals Refiner unit 3 Downtime logs Shift log, PM3 YOUR DOCUMENTS, NOT GENERIC TEMPLATES
03 / You decide what it can see

Two query modes

You control what PM AI Agent draws from. Choose document-only mode to search plant documentation, or data-only mode to query live process and RCA data. The customer sets the scope, not the model.

Document-only Data-only
  • Document-only: searches SOPs, manuals, and downtime logs, no live data involved
  • Data-only: queries live process and RCA data directly, no document search

Query modes

Document-only Data-only
PM AI Agent interface embedded inside a live plant dashboard

Common concern

This doesn’t replace your operators. It protects what they know.

Manufacturing is facing a knowledge cliff. As experienced operators retire, the intuitions and heuristics they’ve built over 20 or 30 years leave with them, and the industry is heading toward a significant operator shortfall by 2030.

PM AI Agent doesn’t generate new knowledge. It captures and preserves what your best people already know, so it doesn’t disappear when they do. The best operators on your floor typically love it first, because it’s their own judgment being made available to every shift, not a system second-guessing them.

Knowledge cliff

30-yr operator Retires: knowledge leaves Captured by PM AI Agent Every shift

Not a chatbot

Physical AI, not a general-purpose language model

PM AI Agent is grounded in live process data, root cause findings, and your own plant documents, not general internet knowledge. That distinction matters when the answer informs a decision on the floor.

Three grounded sources

PM AI Agent draws primarily from your plant’s own data and documents: real-time machine data and root cause analysis outputs, and unstructured plant knowledge such as SOPs, downtime codes, and equipment manuals. General manufacturing knowledge supplements those sources where relevant; it doesn’t replace them.

Not the open internet

A general-purpose chatbot answers from whatever it was trained on across the web. PM AI Agent answers from your process, your RCA findings, and your documents, so a question about PM3 gets an answer about PM3, not a generic manufacturing answer that happens to sound plausible.

Your terms, your environment

PM AI Agent runs leading AI models over your data, on your terms, with no data leaving your environment. That’s what “physical AI” means here: AI applied to your actual manufacturing process, using your actual sensor and process data.

Your data, your infrastructure

No data leaves your environment.

PM AI Agent is built for plants where data governance isn’t optional. Every answer is generated inside your environment, under your access controls.

Runs on your terms

PM AI Agent runs leading AI models over your data, on your terms, with no data leaving your environment. Your process data does not train external models.

On-premises available

For sites that require it, PM AI Agent can run entirely on-premises, on a single server inside your network. Nothing leaves your firewall.

You control access

Two query modes mean you decide what PM AI Agent can see: document-only or data-only. Nothing is exposed by default. Want to see how PM AI Agent grounds its answers in root cause findings? See how RCA works.

At a glance

Grounded, fast, and yours to control.

Three
data sources
Instant
answers
On-prem
available

Put it on your data

See PM AI Agent in action on your data.

Start a pilot and ask PM AI Agent real questions about your process, grounded in your own SOPs, RCA findings, and live data, not a demo script.

Grounded in your data, not the internet. No data leaves your environment.

Questions, answered

Frequently asked questions

Where does PM AI Agent get its source data?
PM AI Agent combines three sources: real-time machine data and root cause analysis outputs, unstructured plant knowledge such as SOPs, downtime codes, and equipment manuals, and general public manufacturing knowledge.
Will PM AI Agent replace our operators?
No. Manufacturing is facing a knowledge cliff: as experienced operators retire, the intuitions they’ve built over 20 or 30 years leave with them. PM AI Agent doesn’t generate new knowledge, it captures and preserves what your best people already know, so it doesn’t disappear when they do. The best operators on your floor typically love it first.
Does our data leave our environment?
No. PM AI Agent runs leading AI models over your data, on your terms, with no data leaving your environment. On-premises deployment is available for sites that require it.
Is this the same as ChatGPT or a general AI chatbot?
No. PM AI Agent is grounded in your live process data, root cause findings, and your own plant documents, not general internet knowledge. This is physical AI, applied to your manufacturing process, not general-purpose language-model AI.
Can we control what PM AI Agent has access to?
Yes. PM AI Agent supports two query modes: document-only or data-only. You control what it draws from.

Get in touch

Have a question?

Whether it’s PM AI Agent, your process, or a pilot you’d like to see in action, let us know.