Five questions to ask any industrial AI vendor.
Every vendor now says AI. These questions separate a system that can run a live unit from one that writes recommendations.
Ask every vendor the same five questions.
Each question is one a buyer can check, and each comes with Imubit's answer.
Is it running in closed loop in production today, and on how many units?
Why it mattersRecommendations still need a person to make every move, so the gains depend on who is on shift.
Imubit’s answerImubit is the only commercial solution applying closed-loop reinforcement learning at scale in a production environment, with over 100 closed-loop controllers deployed worldwide and 7+ years of closed-loop engagement in production.
Where the controllers runUnder the same conditions, does it give the same move every time?
Why it mattersA running unit needs a certain answer, and an operator has to be able to trust and check it.
Imubit’s answerYes. Imubit is deterministic, and closed loop never runs through a language model. Your assistants can ask its models questions.
How it differs from AI agents and language modelsIs the model built from this unit's own data, and can our engineers see why it moved?
Why it mattersA general-purpose agent that was safe elsewhere is not, by that fact, safe on your unit. Nadav Cohen's group at Tel Aviv University proved that safe execution of a task does not transfer the way execution does.
Imubit’s answerEach model is built for one unit from that unit's history, guided by first principles, with every learned relationship visible. Your engineers build and own the models with DLPC® Builder.
Read about the researchDoes it work with the control layers we already have, inside limits our engineers set, and can operators take over?
Why it mattersReplacing control layers that work is a risk no plant needs to take.
Imubit’s answerIt runs on top of your APC where you have one, or directly on your DCS where you don't, and never replaces either. Closed loop always runs inside the envelope your engineers set, and your operators can take over at any time.
How Control worksWhat do you need from us to start, and how soon do we see something we can use?
Why it mattersA long data-cleaning project before any result is how AI programs stall.
Imubit’s answerSend your historian data as it is. Your team prepares and uploads the data package in one to two hours, results arrive within a few working days of approval, and no workshops are needed.
How a pilot works
Related reading
Three questions to ask before you choose AI for your plant
Three questions for process industry leaders evaluating AI for plant optimization: how the model is built, who can use it, and whether it runs in closed loop.
Why an agent that learned to be safe somewhere else isn't safe on your unit
Nadav Cohen's group at Tel Aviv University proved that safe execution of a task does not transfer the way execution does, so a general-purpose agent that was safe elsewhere is not, by that fact, safe on your unit.
How Imubit differs from APC, and works with it
APC holds each unit to its targets within its limits. Imubit learns cause and effect across units and makes the key decisions on top of APC, inside limits set by plant engineers.
Find out what your gap to plan is costing you.
One to two hours for your team to prepare and upload the data package
Results within a few working days of approval
No workshops
Send your data as it is. Gaps, outages and noisy tags are normal, and our engineers screen and clean them in the platform. If anything limits a use case, we tell you.