Agentic AI for manufacturing

The agentic brain
for manufacturing.

Emerging Logic builds one intelligence for the whole plant. It perceives every signal, predicts what happens next, reasons through the options, imagines scenarios the plant has never seen, and acts with your team to raise efficiency, cut cost and reduce carbon. We start with cement, chemicals and metals.

What we are built to move

Operational efficiencyThroughput, yield, first-time-right quality and uptime
CostEnergy per tonne, raw materials, maintenance and off-spec waste
Net ESG impactCO₂ per tonne, alternative fuels and feedstocks, safer operations
Speed to decisionFrom alert to costed, approved action in minutes, not weeks
Why plants need a brain

Plenty of data and tools. Nothing connecting them.

A typical plant runs a dozen vendor systems, floods operators with alarms and still makes its biggest decisions in spreadsheets. Expert knowledge is retiring, and new products, fuels and decarbonisation routes have no history to learn from.

  • Siloed systemsDCS, historian, LIMS, maintenance and ERP that don’t talk to each other
  • Alarm floodshundreds of alerts a shift, few of them prioritised or costed
  • Point solutionsone tool per asset or vendor, none seeing the whole process
  • Knowledge walking outexperienced engineers retiring faster than they can be replaced
  • No data for the newrare failures, new grades and new fuels have little or no history
Decision maturity
L7Autonomous closed loopvalidated optimisers run themselves
L6Human-approved loopagents act after sign-off
L5Agenticagents diagnose and cost options
L4Simulation-ledwhat-if on a digital twin
L3Prescriptiverecommended setpoints
L2Predictivefailures and quality forecast
L1Descriptivedashboards and reports
Where most plants are todayWith the manufacturing brain
The agentic manufacturing brain

One intelligence that perceives, predicts, reasons, imagines and acts.

The brain sits above every system and vendor in the plant. Six faculties work as one loop, and each step is visible, explained and auditable. Select a faculty to see what it does.

Plant brainPerceive
Offerings

Start with one decision. Grow into the whole brain.

Every offering runs on the same data foundation and knowledge graph, so each one makes the next faster to deploy.

Faculties · Reason and act

From alert to costed decision in minutes.

Agents work through the same steps as your best engineer: detect, diagnose, generate options, recommend and learn. Every action is costed in money and carbon, approved by a named person, and logged with its measured outcome.

Detectprioritise
Diagnoseroot cause
Options£ · CO₂ · risk
Recommendwith confidence
Learnoutcome logged
emerging-logic · agent console · simulated
Faculty · Imagine

When history runs out, the brain imagines.

Rare failures, new products and new fuels have little or no data. Our Synthetic Data Engine generates physically valid plant states so the brain can predict and reason about them too. Choose a process and a scenario that has never happened on your site.

1 · Process
2 · Unexplored scenario

Illustrative simulation running in your browser. Production uses physics-informed generative models calibrated to site data.

Operating space
Observed (historian)Synthetic, acceptedRejected by physicsTarget scenario
Synthetic trajectoriesensemble · 72 h
–synthetic states accepted
–rejected by physics constraints
–operating space covered (from –)
–rare-event detection recall (illustrative)
01Plant dataHistorian, DCS, LIMS, maintenance logs
02Physics priorsMass, energy and reaction balances; equipment limits
03Generative modelPhysics-informed diffusion and flow models
04Physics validatorRejects states that can’t exist
05Site calibrationCloses the sim-to-real gap with live data
06Train and simulateDetectors, optimisers, agents, digital twins
Use cases

From today’s efficiency to tomorrow’s products.

One brain, many decisions. Start with the use case that matters most to your plant; each one makes the next faster to deploy.

26use cases
3sectors + cross-plant
6brain faculties

Targets are typical ranges we design for, not guarantees. Every result is measured against an agreed baseline and recorded in the value ledger.

Impact

Efficiency, cost and carbon, measured in one ledger.

Every recommendation carries its value in pounds and tonnes of CO₂. Approved actions and their measured outcomes are recorded, so plants see audited results, not promises.

Operational efficiency

More output from the same asset

  • Fewer unplanned stops on critical equipment
  • Higher yield and first-time-right quality
  • Faster, safer start-ups and grade changes
Cost

Lower cost per tonne

  • Energy and fuel per tonne reduced
  • Less off-spec product, rework and giveaway
  • Maintenance planned, not reactive
Net ESG

Less carbon, by design

  • CO₂ per tonne tracked for every action
  • Higher alternative-fuel and feedstock rates, de-risked in simulation
  • Decarbonisation routes compared before capex
Faculty · Perceive · the brain’s memory

A brain that understands how a plant works.

Our models and agents run on a knowledge graph of systems, processes, equipment and variables, with the cause-and-effect links between them. It gives AI the engineering context that generic models lack, and cuts onboarding from months to weeks.

0process systems
0equipment types
0process variables
0cause-and-effect links

Subset of the graph. Hover a node to see its links; drag to move.

Why Emerging Logic

Built by people who have run AI inside heavy industry.

One brain, not point toolsPerception, prediction, reasoning, imagination and action on one platform, so every use case strengthens the next.
Physics-native AIModels and synthetic data that respect mass, energy and reaction balances, across mixed-vendor estates with no new sensors.
Engineering knowledge built inA process knowledge graph that gives every model and agent plant context from day one.
Secure and human-in-controlRead-only, outbound-only integration, UK hosting, IEC 62443-aligned. Autonomy only after validation.
Work with us

Give your plant a brain.

We are working with a small number of design partners in cement, chemicals and metals. Start with one decision: a critical asset, a process unit, a new product or a decarbonisation route. The brain grows from there.