AI Automation That Predicts Failures Before They Happen and Eliminates Manual Ops.
Predictive maintenance alerts, quality control data pipelines, supplier PO automation, production status reporting, and ERP integration workflows — automated across the factory floor so your team focuses on production, not paperwork.
12+ manufacturing operations automated with this Platform
Why Manufacturing Operations Bleed Margin on Avoidable Problems.
The data to prevent most manufacturing failures already exists in your sensors, ERP, and MES. It's just not being analysed in real time, acted on automatically, or surfaced to the right person at the right time.
Machine failures detected when the line stops — not 48 hours earlier when the sensor data was already showing warning signatures. Reactive maintenance costs 3–5× more than predictive maintenance.
Inline sensor data processed in daily batches. When a tooling deviation causes drift, an entire shift's output may be out-of-spec before the problem is identified. Scrap rates of 3–5% are accepted as normal when they shouldn't be.
Raw material reorder triggered manually when a planner notices low stock — not automatically when the inventory system crosses the reorder threshold. Material shortages causing production stoppages are entirely preventable.
OEE, shift output, quality data, and maintenance records compiled manually from MES, quality system, and Excel files. 8–12 hours per week per plant manager on data assembly rather than production management.
Production confirmations, goods receipts, and quality inspections entered manually into ERP — hours or days after the event. Finance and supply chain operating on data that doesn't reflect what's happening on the floor.
On-time delivery, quality rejection rates, and lead time variability by supplier tracked in spreadsheets (or not at all). Procurement decisions made without performance data. Supplier relationship managed on memory and relationship.
The benchmark: A manufacturing plant at £40M revenue running at 68% OEE when 85% is achievable loses an estimated £1.8M annually in avoidable downtime, scrap, manual processing cost, and material shortage delays. All of these are solvable with the sensor and system data the plant already generates.
The Full Manufacturing Automation Stack,
Integrated with Your Existing Systems.
Six pipelines across the production lifecycle — all built to integrate with your existing MES, ERP, and sensor network without equipment replacement or system migration.
Predictive Maintenance Alerting
MQTT sensor data streamed continuously. ML model detects early warning signatures — vibration anomaly, temperature deviation, power consumption spike. Alert sent to maintenance team 48–72 hours before predicted failure, with maintenance window suggestion.
Real-Time Quality Control Monitoring
CMM and inline measurement data processed continuously using statistical process control algorithms. Dimensional drift detected mid-run. Alert sent to machine operator and quality engineer within 90 seconds — before defective parts accumulate.
Automated Supplier PO Pipeline
ERP inventory levels trigger automatic PO generation when stock crosses the reorder point. PO pre-populated with preferred supplier, last-order pricing, and delivery schedule. Routed digitally for approval by value band — under £5k auto-approved, above requires one-click Slack approval.
Automated Production Intelligence
Live OEE dashboard updated every 15 minutes from MES data. Daily shift-end digest to plant managers. Weekly executive report generated by Claude AI with cross-plant benchmarking and anomaly narrative. Zero manual assembly.
ERP Real-Time Sync
Production confirmations, goods receipts, quality inspection results, and stock movements pushed to SAP or Oracle ERP in real time as events occur on the floor. Finance and supply chain always working from current data — not yesterday's.
Supplier Performance Management
Every delivery, quality inspection, and invoice matched automatically. Supplier scorecards updated daily — on-time rate, quality rejection rate, lead time variability. Underperformers flagged for procurement review. Data-backed supplier negotiations.
How the Automation Stack Connects End-to-End
Every layer communicates in real time. A single product event can simultaneously update your CRM, score risk, trigger a personalised email, and notify the right rep — all within two seconds.
What Manufacturing Operations Measure After 90 Days.
Metrics from active deployments across 12 manufacturing clients. Post-launch window: 90 days.
Built for ISO, AS9100, IATF, and Enterprise Security.
Manufacturing automation connects to sensitive production data, supplier contracts, and quality records. Every pipeline is built to maintain the audit trails required by aerospace, automotive, and ISO quality standards.
Sensitive fields (emails, phone numbers, payment data) are masked in logs and never passed to third-party AI providers unless explicitly required and separately consented.
Architecture diagrams, data flow maps, encryption specs, and access control policies — everything enterprise security teams need to complete vendor reviews.
Customer data never leaves your chosen cloud region. No cross-region transfer without explicit configuration.
Ready to move from reactive to predictive operations?
In 45 minutes we'll review your current downtime patterns, quality data flow, and reporting process — and show you exactly where automation recovers margin and eliminates waste.
- Plant operations & OEE audit
- Predictive maintenance opportunity map
- MES + ERP compatibility check
- No commitment · Response in 24h

Manufacturing & Operations
Questions Answered.
Real questions from Manufacturing & Operations teams before they engaged with us — answered plainly.
Ask a QuestionBook a free 45-minute call — we'll answer everything and audit your specific stack.
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AI Automation Engine
Book a free 45-minute strategy call. We'll map your top automation opportunities, estimate ROI, and show you exactly how we'd build it.
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