Manufacturing
Smart Factories Start with Smarter Data, AI for Modern Manufacturing
Unify production, quality, and supply chain insights in real time. Drive efficiency, reduce downtime, and improve plant performance.
Manufacturing is in the midst of a fundamental transformation. Industry 4.0 has unlocked massive potential, but most manufacturers are still struggling to connect their ERP, MES, and SCADA systems, make sense of shop floor data, and translate operational metrics into strategic decisions. Whether managing discrete, process, or hybrid manufacturing, the challenges of downtime, quality failures, supply chain disruption, and energy costs demand an intelligent, data-driven response. Techknomatic brings that intelligence to your floor, and your boardroom.
What We Solve
Machine Downtime
Unplanned machine downtime eating into OEE and production targets.
Late Quality Detection
Quality defects detected too late in the cycle, driving costly rework and waste.
Supply Chain Blind Spots
Supply chain blind spots causing procurement delays and line stoppages.
Disconnected Systems
Disconnected ERP, MES, and SCADA systems making plant data invisible to leadership.
Manual Reporting Lag
Manual production reporting that is always lagging, never live.
Manufacturing Modules
OEE Dashboard
Raise factory-floor performance with live Availability, Performance, and Quality visibility per line and shift.
- Track OEE at machine, cell, and line level against target benchmarks.
- Break down downtime into planned stops, breakdowns, and minor losses.
- Identify top downtime contributors by shift, operator, and product SKU.
- Monitor real-time production rate vs. design speed and optimal throughput.
- Highlight quality scrap and rework input that erodes net OEE.
- Enable continuous improvement with OEE trend analytics and benchmarking.
Production Line
Bring every production line into focus with real-time output, cycle time, and rejection tracking.
- Capture output volumes and throughput per line, station, and product family.
- Track cycle time trends and identify which stations are slowing the line.
- Monitor WIP movement between stations and detect queue bottlenecks.
- Log reject counts and defect types at each station for rapid root-cause analysis.
- Provide shift-wise and operator-wise performance visibility for team huddles.
- Highlight underperforming lines that need process or equipment intervention.
Maintenance
Move from reactive to planned maintenance with scheduled PM visibility, work orders, and cost control.
- Track scheduled vs. actual preventive maintenance (PM) completion rates.
- Monitor work order status — open, in progress, closed, and overdue.
- Identify repeat breakdowns and components that drive unplanned maintenance cost.
- Link breakdown events to production loss for maintenance ROI visibility.
- Track maintenance cost per machine, shift, and plant against budget.
- Provide CMMS-integrated dashboards for planner and supervisor oversight.
Quality Control
Reduce defects and improve first-pass quality with deep defect, FPY, and CAPA visibility.
- Track defects by type, station, SKU, and shift for targeted quality action.
- Monitor first-pass yield (FPY) and pass rate (合格率) per line and product.
- Analyze rejection reasons and trending defect patterns over time.
- Track corrective and preventive action (CAPA) status and closure rates.
- Link quality events to machine, operator, raw material lot, or process parameter.
- Enable SPC chart visibility for critical-to-quality characteristics.
Energy & Utilities
Cut energy cost per unit with granular consumption, cost, and target tracking across the plant.
- Track electricity, gas, water, steam, and compressed air consumption per line and shift.
- Calculate specific energy consumption (SEC) per unit and per product family.
- Compare consumption against daily, monthly, and annual energy targets.
- Identify off-spec consumption and waste hotspots for quick savings wins.
- Correlate energy usage with production volumes and operating hours.
- Track utility cost allocation per plant, department, and cost center.
Inventory
Eliminate surprises in WIP and finished goods with real-time stock, movement, and aging analytics.
- Monitor raw material stock levels, consumption patterns, and safety stock alerts.
- Track WIP across process stages with aging analysis and queue time visibility.
- Track finished goods by warehouse, line, and customer segment.
- Highlight slow-moving or obsolete inventory that ties up working capital.
- Provide pegging between demand, production orders, and available stock.
- Enable replenishment signals based on consumption and lead time data.
Supply Chain
Bring clarity to inbound, outbound, and lead time performance for better planning and reliability.
- Track inbound delivery performance by supplier and commodity.
- Monitor outbound shipment status, dispatch adherence, and on-time delivery.
- Calculate lead time by supplier, route, and mode for planning accuracy.
- Flag supplier delays and logistics bottlenecks before they impact production.
- Provide vendor scorecards with lead time, OTIF, and quality data.
- Link procurement commitments to production schedules for coordinated execution.
Cost Analytics
See cost per unit, per plant, and per shift with full operational cost transparency.
- Calculate manufacturing cost per unit, per SKU, and per product family.
- Allocate direct material, labor, energy, and maintenance costs accurately.
- Compare cost performance across plants and shifts.
- Track cost trending and identify periods or lines with cost escalation.
- Surface cost drivers that benefit most from lean or Kaizen intervention.
- Provide management with unit cost, productivity, and margin dashboards.
Systems Integration
Built to integrate seamlessly with your existing manufacturing stack.
- SAP (PP, QM, PM modules) — Orders, Quality, and Maintenance data
- Oracle ERP — Finance, procurement, and inventory feeds
- Microsoft Dynamics — Cross-module manufacturing operations support
- MES Systems — Real-time production and quality data ingestion
- SCADA and IoT Sensors — Machine-level telemetry and alarm integration
- CMMS for Maintenance — Work orders, schedules, and failure history
Use Cases
Three high-impact deployments where AI-powered manufacturing analytics is improving OEE, reducing quality defects, and delivering real-time supply chain visibility.
OEE improvement across production lines
OEE dashboard connected to MES and SCADA systems
A discrete manufacturer achieved significant OEE improvement by identifying top downtime contributors per shift using the OEE Dashboard connected to MES and SCADA systems, enabling targeted corrective actions.
Focus Areas
OEE Tracking · Downtime Analysis · MES & SCADA Integration · Shift-Level Reporting
Outcome:Noticeable OEE gain · Reduced unplanned downtime · Faster root cause resolution
Quality defect reduction with CAPA tracking
Quality control analytics integrated with SAP QM
Integrating Quality Control analytics with SAP QM delivered a remarkable reduction in rejection rates and cut CAPA closure time dramatically across production lines, improving overall product quality and compliance.
Focus Areas
Defect Detection · CAPA Management · SAP QM Integration · Rejection Rate Analytics
Outcome:Fewer rejections · Faster CAPA closure · Improved compliance
Multi-plant supply chain visibility
Real-time demand-supply tracking across 6 plants
A 6-plant enterprise standardized inbound lead time tracking and reduced excess WIP inventory through real-time demand-supply visibility, enabling smarter procurement and production planning with significantly better control across plants.
Focus Areas
Lead Time Tracking · WIP Inventory Reduction · Demand-Supply Balancing · Multi-Plant Consolidation
Outcome:Lower WIP levels · More standardized reporting · Better procurement decisions