Forward-deployed AI for industrials
We turn the promise of AI into measurable returns inside the physical economy.
We deliver dividends by amplifying the capabilities of your people.
- Manufacturing
- Engineering
- Energy
- Aerospace
- Infrastructure
- The built environment
Close to the atoms.
We work with companies that deal in physical things, and we work as close to those physical things as we can get. Companies that procure real components, build real assets, run real plants, and manifest things in the world.
These are the most document-heavy operations in the economy and the least well served by the software built for them. The answer is usually already in your records. It is in furnace charts, closed work orders, calibration certificates and drawings marked up two turnarounds ago, and all of it in places hard to reach.
What changes is concrete. A manufacturer who can find the answer buried in ten years of maintenance records. A project team that learns about a supply problem at design stage instead of on site. And the ability to derive insights in minutes in places where expert time is in short supply.
One solution.
A secure platform in your environment, and the engineers who take AI from pilot to production.
A secure platform
In your environment
- Stays inside your wallsAgents, data and context run within your enterprise tenant.
- Client-controlled identityEnterprise SSO and RBAC. You govern access, not the vendor.
- Zero data retentionTransient LLM calls that leave nothing behind to train on.
- Server-side governed agentsExecution happens in your environment, not a vendor cloud or a laptop.
- Full auditabilityEnterprise-controlled tools, credentials, permissions and audit logs.
- Built to enterprise security standardsStrong controls by design, not as an afterthought.
Forward-deployed engineers
From pilot to production
- We arrive with the platform builtYou start ahead of zero, not at a blank page.
- Methods that compoundEach process builds on the last, so the second costs less than the first.
- The problem and the return come firstEvery conversation carries a number, not a technology.
- Every engagement carries a written hypothesisWe write down what it must prove before we start.
- A human stays in the loopBy design, not by limitation.
Proven in production
Not a standing start.
Three years of agents running in production inside industrial operations. Not pilots, not proofs of concept.
Results on a process.
Production planning and scheduling
87% less planning time · 20 to 30% setup savings
Delivery-aware two-week schedules, with batching and setup optimized, and fast replanning when people or materials fall through.
Material mix optimization
80% shorter recipe cycles · 12% average carbon dioxide reduction
Recipes optimized for material properties, cost and composition, with standards compliance enforced as a constraint rather than checked afterwards.
Material strength optimization
75% cycle reduction · €4.50 average saving per m³
Multi-plant recipe optimization that predicts 7, 28 and 91 day strength and forecasts cost and composition before a batch is mixed.
Drill and blast
85% time reduction · 95% accuracy
Fragmentation analysis straight from blast photographs, with particle-size metrics and recommendations written up for the site team.
Working with a select group of partners to turn the promise of AI into measurable returns inside the physical economy.
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