Manufacturing
AI, automation and workflow redesign for manufacturers — from bid and engineering through production and delivery.
Where manufacturers get stuck
Manufacturers have decades of process knowledge locked in spreadsheets, drawings and long-serving people. ERP and MES systems record what happened; they rarely help engineers, planners and operators make better decisions in the moment. AI is finally the tool that lets that knowledge flow.
- Quoting cycles dependent on a few senior engineers
- Engineering rework driven by fragmented data
- Manual production planning and reporting
- Aftermarket and warranty knowledge locked in inboxes
How we transform manufacturing workflows
We map the real flow from enquiry to shipment, identify where AI removes work, and implement inside the systems your teams already use — ERP, PLM, MES, CAD and Microsoft 365.
- 01
Value-stream mapping
End-to-end mapping from quote to production to aftermarket.
- 02
AI opportunity identification
Where AI accelerates engineering, planning and quality.
- 03
Agent & automation build
Quote generation, engineering copilots, planning assistants.
- 04
Reporting
Live production, OEE and commercial dashboards in Power BI.
- 05
Enablement
Adoption inside engineering, planning and shop-floor teams.
Where we apply AI in manufacturing
- Configure-price-quote automation
- Engineering copilots for design reuse
- Bill-of-materials generation
- Production planning assistants
- Quality and non-conformance analysis
- Predictive maintenance signals
- Aftermarket and warranty knowledge search
- Executive and plant dashboards
- ERP, PLM and MES integration
Typical outcomes
- Quote turnaround
- 5×
- Engineering rework
- 45% ↓
- Planner hours saved
- 60%+
- OEE visibility
- Live
Frequently asked
Both — with particular depth in engineered-to-order, configure-to-order and heavy engineering products.
Dynamics 365, SAP, Epicor, IFS, Infor, Teamcenter, Windchill, Aras and bespoke line-of-business systems.
Yes — usually not as a robot but as a knowledge, planning and reporting assistant that removes friction from the people already doing the work.
Every implementation has a defined data boundary, governance model and evaluation set. Where required we run models entirely inside your Azure tenant.
Related Industries
Deep AEC expertise applied to workflow redesign, AI adoption and management intelligence — grounded in how engineering work actually gets done.
AI and automation across the back office — finance, HR, sales, operations and knowledge work — in any business.
Let's chart the route.
A short discovery call is the fastest way to understand whether we can help.
Book a discovery call