Manufacturing & Construction

Manufacturing & Construction's AI conversation has been dominated by computer vision on the line or on the job site — and that's a different sport. The bigger near-term win is in the other half of the business: product engineers searching product specification documents, salespeople quoting from a 50,000-SKU catalogue, customer-service agents handling order status, planners sequencing the floor. We build the AI tier that lives on top of your existing ERP / PLM / MES, not inside them, and gives your office team the same productivity uplift the plant got from automation thirty years ago.

How it works

• ERP-adjacent, not ERP-replacing — agents read from your live system of record and write back through your existing APIs.

• Catalogue and spec-grounded: outputs traceable to your bill of materials, drawing, or contract terms.

• Customer-facing on the order desk; staff-facing in product engineering and planning.

• OT stays separate from IT — we work in the office tier; the line stays in your engineers' hands.

Products & Services we offer

• Customer Engagement AI (order desk, after-sales)

• Enterprise Knowledge Assistant (engineering, planning, sales)

• Agentic & Multi-Agent AI (quote generation, order status, planning copilot)

• Data Engineering, RAG & Persistence

• AI Strategy

• AI Readiness Assessment

  
  

Distribution & Logistics

Transportation & delivery runs on exceptions. The 95% that goes right is invisible; the 5% that goes wrong consumes the entire ops floor. We build the agents that handle the exception traffic — late-shipment chats, missed-delivery rebookings, customs documentation lookups, claims intake — and the reasoning layer that gives your planners machine-augmented options at the moment of decision. We don't replace your TMS / WMS; we build the agent tier that wraps them.

How it works

• Exception-first: ship value where the ops floor feels pain, not where the slide deck says AI belongs.

• Wrapped around your TMS / WMS / ERP rather than displacing them.

• Customer-facing visibility agents grounded in real shipment state, not a daily snapshot.

• Multi-channel by default — driver app, customer chat, agent-of-record portal — same knowledge underneath.

Products & Services we offer

• Customer Engagement AI (shipment chat, exception handling)

• Agentic & Multi-Agent AI (planner copilot, exception triage, customs docs)

• Enterprise Knowledge Assistant (ops teams)

• Data Engineering, RAG & Persistence

• AIOps & Platform Engineering

• AI Readiness Assessment