Molten metal being poured in a foundry

AI built for
heavy industries.

We build and deploy AI agents tackling everything from regulatory compliance to specialized workflows.

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Our impact
$8B+

of project and asset value supported so far

Our AI agents have been applied to major industrial projects and operating assets worldwide across mining, metals, cement, infrastructure, and other engineering-intensive sectors.

The agent caught submission-critical issues that could have triggered rejection, months of delay, and several million dollars in additional cost.

Client
A $50B+ industrial company operating across Asia, Europe, and the Americas.
Case
A ~$1B greenfield industrial project approaching a critical regulatory hearing.
Impact
85% faster turnaround, avoiding several million dollars in potential delay costs.
Key Insight

This is where we believe AI-native compliance intelligence for engineering can make a real difference: compressing complex, expert-level analysis into a timeframe that traditional review processes simply cannot match.

One of our domain-specific AI agents reviewed the draft report, scrutinizing a complex technical document before it went to the government authorities.

Case
Assessing Environmental Impact Assessment (EIA) report for a $2.5B+ steel plant development.
Objective
Identify gaps, challenge assumptions, strengthen regulatory alignment, and raise the overall quality of the report before submission.
Outcome
The client called the review insightful and highly valuable, saying the recommendations significantly improved the final report, beyond what they might have achieved themselves.
Why it matters
Our agents can review thousands of pages of domain specific documents consistently, surface risks that might otherwise be missed, and add a layer of assurance at a speed traditional workflows struggle to match. That helps reduce project delays and keeps capital from being tied up in prolonged approval cycles.
Key Insight

The most powerful AI applications in Integrated Steel Plant projects are not about replacing experts. They are about making experts dramatically more effective.

How we work

Forward-deployed AI engineering for industrial workflows

Our engineers and experts work side by side with your people. We study and map how your work gets done, then deploy AI agents on it, making critical workflows more robust, more efficient, and less risky.

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AI doesn’t replace engineering expertise. It gives experts the depth, rigor, and structure to act with confidence when it matters most.

How an engagement runs
What it delivers

The judgment your best people have built over years usually lives in their heads and in scattered documents. We capture that tacit knowledge and turn it into a system your organization owns, so it doesn’t leave when they do, and new team members can work from it from day one.

Years of reports, drawings, specifications, emails, and records sit scattered across systems and folders, mostly unused. Our agents read and connect this unstructured data, turning it into a living asset your teams can search, rely on, and act from, so your data becomes a real advantage for your operations.

Specialist judgment is scarce and in demand. Our agents take on the heavy first-pass analysis, so each expert’s judgment reaches further, across more projects and more decisions, with the same depth, and their attention goes where it matters most.

Rework, late-found issues, and drawn-out cycles keep money locked in projects and assets for longer than it should be. By getting work right earlier and more consistently, our agents help you release capital sooner, so less of it is tied up in rework, delay, and drawn-out cycles. We also rank data and workflows by the economic value they can unlock and go deep where the return is highest, so the work delivers outsized ROI.

Critical work often depends on who is doing it and how much material they have to cover. Our agents apply the same rigor every time, across large volumes of material, so critical work runs consistently, with fewer gaps and fewer errors from one project to the next.

Problems found late are the most expensive ones. Our agents surface issues and risks early in a workflow, while they are still cheap to fix, so issues surface before they trigger rework, rejection, or delay, and your teams can act before they become costly surprises.

Every finding and recommendation from our agents links back to the source it came from, such as a document, a clause, or a data point. Your experts can check the reasoning quickly, so teams can verify it, trust it, and stand behind it.

See the results in our case studies →
What we bring
  • Domain-specific AI agents built for heavy industries
  • Workflow and decision mapping, end to end
  • Our engineers and experts working with your team
  • Your experts in the loop at every step
  • Flexible deployment around your existing systems
  • A sovereign knowledge layer for AI, built on your own data

Start with one workflow.

Tell us which workflows are the most tedious, carry the most unnecessary cost or risk. We’ll study them, map them, and show you what AI agents can do for them.

Let’s talk →
Knowledge layer

Your data and expertise are your competitive edge

Everything we build ties back to your own data and your own expertise. AI models are available to everyone. What your competitors can’t copy is what your organization knows. We turn it into a sovereign knowledge layer for AI, so every agent we deploy strengthens your edge.

A plant operator in a hard hat recording readings from a bank of gauges
Why it’s your edge
01

Built on what only you have

Your documents, records, and the judgment of your experts exist nowhere else. Anything built on them can’t be copied by a competitor who starts from a generic model.

02

Compounds with every agent

Each agent we deploy reads from and adds to the same layer, so every new workflow starts further ahead than the last.

03

Stays yours

The layer is governed by your organization and remains your asset, independent of any single agent we build on top of it.

How we build it

We obsess over unstructured data. We take a heuristic approach to leveraging it, working from how your experts actually reason.

01

Start from expert heuristics

We capture the rules of thumb, checks, and judgment calls your best people already use, and build them into how our agents read and reason over your data.

02

Make unstructured data usable

Reports, drawings, specifications, correspondence, instrument readings, internal documents, and records are read, linked, and organized into knowledge that your agents and your teams can query.

03

Shape it around your requirements

Every client’s data is different: its formats, its volume, its access rules, and where it is allowed to live. We design around your requirements, not ours.

Our offering

Sovereign knowledge layer for AI

A dedicated engagement to build the foundation that every AI agent in your organization will draw on. We work to your data requirements, from where the data lives to who can use it.

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  1. Data auditWe map your unstructured sources and rank each one by the value it can unlock.
  2. Knowledge buildWe read, link, and structure your data, guided by your experts’ own heuristics and judgment.
  3. Governance by designAccess, ownership, and location are set to your requirements, keeping your data under your control.
  4. Agent-readyA foundation your first agent, and every one after it, can build on from day one.
Our experts

Experts who combine domain depth, AI engineering, and business acumen

Our team spans Europe, Asia, and the US, bringing together PhDs with deep expertise in industrial materials and processes, AI engineers with published research, and professionals with backgrounds in investment banking and heavy-industry finance. We combine deep technical expertise, advanced AI engineering, and commercial judgment to solve complex industrial problems and deliver measurable outcomes. Our people have worked inside industrial plants, so we know how the work actually gets done.

Engineers in hard hats discussing a project on site at an industrial plant
Connect with us

Workflows that are tedious, costly or risky to get wrong? We’ll show you what an AI agent can do for them.