Stamped builds models of your plant from the data it already records, finds where efficiency is lost across process, quality, planning and maintenance, and improves it with actions your team can take.
Stamped helps manufacturing plants run more efficiently: fewer rejections, more output from the lines and shifts you already have, and less energy and material going into every good part. We measure all of it against your own plant's baseline, in the units your team already tracks, so nobody has to take our word for it.
Most plants already record far more than they use. The machines, control systems, meters, ERP and quality registers each hold a piece of the picture, but they sit in separate places and rarely get looked at together. Stamped brings that data into one view and models it to understand how your plant actually runs and where efficiency is quietly being lost.
Stamped then turns that understanding into specific actions and sends each one to the person who can act on it, whether it is a setting that has drifted over a few weeks, a batch that looks like last month's rejections, or a plan that needs to change because a machine went down mid-shift. Stamped recommends and your team decides. Once a change is made, we check whether it worked, and if a gain starts slipping later, it goes back to the person who owns it.
The loop
From plant data to a checked result, and back again.
Every recommendation follows the same four steps, and each result makes the next recommendation better.
01
Plant data
Stamped connects to the machines, control systems, meters, ERP and quality registers your plant already runs. There is nothing new to install.
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02
Models
Trained on your plant's own history, they learn what normal looks like and which conditions tend to come before a rejection, a stoppage or wasted energy.
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03
Actions
Each goes to the person best placed to act, ranked by what it is costing you and explained well enough to judge for themselves.
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04
Results
Once your team makes a change, Stamped checks the result against your own baseline.
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↑ Team feedback
What each result shows goes back into the models, so the next recommendation is better.
Stamped recommends and your team decides.
Your working view
One picture of the plant, a ranked list of next actions, and a place to ask.
What changed, what matters and who should act sit side by side, so the right action reaches the floor.
One picture of the plant
Machines, lots, shifts, plans and meters sit on one view, so you can follow a rejection or a stoppage back to the conditions and the shift that came before it.
Alarms and actions
Alarms show what changed. Actions add what to do, who owns it, and why, and they reach the floor on WhatsApp or on screen.
Your team's answer
Your team can accept a recommendation, adjust it or turn it down, and Stamped learns from each answer.
Ask your plant
Ask what is drifting, where good parts are being lost or who owns an action, and Stamped answers from your plant's own data, checking every number against the records before it replies.
Models
Models built around the way your plant runs
Stamped's models are trained on your own plant's history, from machine learning on its sensor and lab data to digital twins and mathematical models of its process, so normal means normal for your machines, products and shifts, and energy is counted inside each of them.
Process and control
Builds a digital twin of each line and uses mathematical models of the process, reinforcement learning and machine learning to test better control policies, then recommends the improved setting, control rule or restart routine to the process engineer.
Quality and lot checks
Links process data to each lot and batch, learns which conditions came before past rejections, and raises a real-time alarm while a lot can still be saved, such as a basket overstaying in ageing or quench water out of its band.
Planning and scheduling
Keeps track of what every machine, furnace and dispatch is doing, so when a die change runs long or a furnace trips it proposes the sequence that works best for the whole plant and shows what each option would do to output, energy and delivery.
Maintenance
Prescriptive maintenance: ranks stops by what they cost, watches specific energy consumption and other drift that comes before a failure, and prescribes the fix and the best window for it given production constraints, saying plainly when a machine has no sensor that would show the problem.
Self-improving
A system that gets better every week.
Stamped is a self-improving agentic system. It learns from every decision it sends and every one it holds back, retrains its models on your plant's data as it runs, and tests each improvement before your team approves it.
01
Learns from every decision
What your team accepted, what worked, what held, and the actions it chose to hold back.
02
Retrained on your data
Line models are refitted as the plant runs, new parts learn before they recommend, and a die, coil or recipe change triggers a fresh check.
03
Tested before it changes
Each improvement is replayed on past shifts and run alongside the live version, then your team approves it, and it can be rolled back in one step.
04
A record you can read
Every lesson it keeps shows how often it helped and how often it hurt.
Under the hood
What happens to your data before an action reaches the floor
Four steps sit between the systems your plant already runs and an action your team can take, and there is nothing new to install to start.
Connect and clean up
Stamped reads from your machines, control systems, meters, ERP, quality registers and what operators enter, then lines up the clocks, units and names, because each system records them its own way.
One timeline for the whole plant
Machines, furnaces, lots, shifts and plans go onto one timeline. When a lot is rejected you can see what that press, that furnace and that shift were doing when it was made, and every re-plan starts from where the whole plant actually is.
Model the plant and rank the losses
Stamped builds models of each line from its own history, including digital twins where the process allows, to learn what normal looks like and spot where efficiency is lost. It also sweeps the whole plant once a shift, so it finds losses even when nothing has broken. Each possible fix is checked against the day's plan and production constraints, and what is left is ranked by what it is costing you.
Send, follow up and check
Each action goes to its owner on WhatsApp or on screen, with what to do, by when and why, and your team decides. It stays open until it is closed, the result is checked against your own baseline, and every decision and result is kept on record.
What changes
Keep what runs the plant, and add what turns its data into action.
Stamped works alongside the automation, factory systems and operating knowledge already in your plant, and brings MES, ERP and SCADA data onto one timeline.
What you already have
Machines and control systems that record how each run went
Meters that show where energy goes
ERP plans, shifts, batches and dispatch commitments
Quality registers, lot records and inspection results
SOPs and people who know the plant
What Stamped adds
One view that brings that data together on a common timeline
Baselines built from your own plant's history
Actions ranked by what each loss is costing you
A named owner and the reasoning behind every action
A check against your own baseline once a change is made
How we start
Start with one line, and decide on the annual price after the pilot.
We start with a site survey, which is a few days on your floor followed by a written read-out of where you're losing efficiency and what we would do first. You only commit to the next step once you have seen it.
1
Site survey
A few days on your floor
We spend a few days on your floor with your plant head and your quality and maintenance teams, and then send you a written read-out of where efficiency is being lost and what we would change first. At this stage we agree only two things in writing: what the pilot should achieve, and the price of the pilot itself.
2
8 to 12 weeks
Paid pilot on one line
The pilot runs on one line for 8 to 12 weeks, with your own team acting on the recommendations. It is a paid engagement, priced on its own and not tied to any annual contract value. The first finding usually comes within about two weeks.
3
After the pilot
The annual price, set by the results
When the pilot ends, we go through the results with you against what we agreed at the start. If you want to carry on, the annual contract price is decided then, based on what the pilot actually showed in your plant.
1
Site survey
A few days on your floor
We spend a few days on your floor with your plant head and your quality and maintenance teams, and then send you a written read-out of where efficiency is being lost and what we would change first. At this stage we agree only two things in writing: what the pilot should achieve, and the price of the pilot itself.
2
8 to 12 weeks
Paid pilot on one line
The pilot runs on one line for 8 to 12 weeks, with your own team acting on the recommendations. It is a paid engagement, priced on its own and not tied to any annual contract value. The first finding usually comes within about two weeks.
3
After the pilot
The annual price, set by the results
When the pilot ends, we go through the results with you against what we agreed at the start. If you want to carry on, the annual contract price is decided then, based on what the pilot actually showed in your plant.
FAQ
Questions about how it works
What data does Stamped use?+
Stamped reads from your machines, control systems, meters, ERP, quality registers and what operators enter, then lines up the clocks, units and names, because each system records them its own way.
Do we need to install new hardware or another system?+
No hardware retrofit is needed to get started. Stamped is software that works with the systems your plant already runs, and it is not another MES or CMMS: your MES, ERP and SCADA are where the data comes from.
How does Stamped decide which actions come first?+
Stamped builds models of each line from its own history to learn what normal looks like and spot where efficiency is lost. Each possible fix is checked against the day's plan and production constraints, and what is left is ranked by what it is costing you.
How do actions reach the team?+
Each action goes to its owner on WhatsApp or on screen, with what to do, by when and why, and your team decides. It stays open until it is closed, and every decision and result is kept on record.
How do we know a change worked?+
Once your team makes a change, Stamped checks the result against your own baseline. What each result shows goes back into the models, so the next recommendation is better.
Only the pilot price is agreed at the survey. The pilot is paid and priced on its own, and the annual price comes after, based on the pilot's results.
What do we need to install?
Nothing new to start. Stamped connects to the machines, meters, ERP and registers you already have, and the survey tells you plainly if that is enough.
How much of my team's time?
Some hours with your plant head and your quality and maintenance leads during the survey, planned around production. In the pilot, actions reach the people who already own that work.
Is our data safe?
We sign an NDA before the survey. Stamped runs on a zero-trust architecture with encryption, your data is stored on cloud servers in India, and we work only with the data your team agrees to share.