Evolve the operating model.
Connect plant systems, ERP and engineering knowledge while respecting site connectivity, safety boundaries and production schedules.
Manufacturing & industrial / Industry perspective
Connect the floor to the decision.
Turn equipment, quality and supply-chain information into dependable operational intelligence.
Explore the opportunities01 / Start where you areOne industry.
One industry.
Different routes forward.
Build the product and its foundations.
Build an industrial AI product with edge-to-cloud data flows, fleet observability and a repeatable customer deployment model.
02 / Practical opportunities
What we could build together.
Each direction starts with a bounded workflow and an agreed measure of usefulness.
Engineering knowledge at the point of work.
Give maintenance and engineering teams cited answers from approved manuals, service history and procedures. Route uncertain or safety-critical guidance to authorised experts.
Measures to agreeTime to find information · citation quality · escalation rate
Field service without the paperwork chase.
Use voice agents for service intake, job-status updates and parts enquiries. Connect conversation outcomes to CRM and field-service tools, with human handoff for complex issues.
Measures to agreeComplete job intake · update accuracy · repeat contact
A platform across sites.
Connect sites to an AWS foundation with segmentation, EKS services and observable integration. Handle intermittent links and separate production control from enterprise services.
Measures to agreeSite connectivity · backlog recovery · deployment consistency
From sensor events to useful products.
Combine equipment events, quality records and enterprise data. Engineer contextual models, quality controls and pipelines for maintenance analytics and production planning.
Measures to agreeEvent completeness · quality exceptions · planning freshness
The design responsibilityProgress needs
Progress needs
clear boundaries.
Safety-critical control remains inside explicitly engineered and approved control systems. AI assistance must respect plant operating procedures and change authority.
How we approach trust03 / The engineering behind itA connected practice.
A connected practice.
A deliberate technology choice.
AWS is our first choice for cloud foundations. We bring OpenAI, Databricks and ElevenLabs into the design where their capabilities serve the workload. Integration with the customer’s existing systems remains part of the work.
Where to startFind the first workflow
Find the first workflow
worth changing.
A working conversation about the opportunity, the constraints and a useful first step.