Phase 3 · Scale

Industrial AI Agents & Transformation

Purpose-built agents on top of your trusted data foundation.

Once the foundation is in place, building agents that move the business goes from quarters to weeks. We focus on the systems industrial manufacturers actually run — and the workflows that move real revenue, real margin, and real customer outcomes.

The Industrial AI Stack

Agents built for the systems you already run.

RFQ & Quote Intelligence

Triage incoming RFQs, pull matching engineering specs, suggest pricing based on similar historical jobs, and draft a quote your engineers approve in minutes — not days.

Sales Engineering Copilot

Grounded answers to technical buyer questions, drawn directly from authoritative engineering, certification, and firmware sources — with full audit trails.

Predictive Quality & Supplier Risk

Continuous monitoring of inbound inspection, supplier certs, torque telemetry, and warranty signals to catch drift before it reaches production.

Demand & Inventory Forecasting

Smarter forecasts that fuse historical orders, sales pipeline, field-service signals, and supplier lead times into one coherent view.

Service & Warranty Intelligence

Auto-summarize service calls and warranty claims, surface emerging failure modes, and route patterns back to engineering and product.

Executive Decision Intelligence

Ask hard cross-functional questions in plain language and get grounded, source-cited answers that reconcile data across every system in the company.

Marketing & Messaging Optimization

Continuous A/B insights and message-to-truth alignment that keep the market story in sync with what engineering is actually shipping.

Production & Scheduling Optimization

Agents that reason across machine availability, material lead times, and order priority to surface scheduling recommendations operators can act on.

How we build

Coordinated, not stand-alone.

Every agent we deploy reads from and writes back to the same grounded data foundation. That means a finding surfaced by the quality agent automatically becomes visible to procurement, the warranty agent, and executive reporting — with full provenance.

It's the opposite of single-purpose AI tools bolted onto existing systems. It's an operating layer that grows with you, where each new agent makes every other agent smarter.

Integration Footprint

Designed for the industrial stack.

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Start Here

Let's map out which agent to build first.

We'll walk through your stack, the workflows that move real revenue, and the agent that pays for itself fastest on top of your data foundation.

Book an intro call
RFQ
Quality
Forecasting
Service
Sales Eng.
Scheduling