Challenge, solution, result — in detail.

Challenge — A multi-line manufacturing plant had no real-time visibility into machine status, relying on manual hourly logs that lagged production reality by hours. Managers could not react to stoppages until the damage was already done.

Solution — We deployed ESP32-based sensor nodes across 42 machines over Modbus/RS485, feeding a central IoT gateway and a live OEE dashboard with automated downtime alerts.

Challenge — Manual visual inspection on a packaging line was catching defects inconsistently, with inspector fatigue causing missed rejects during peak shifts. There was no record of what was caught or missed.

Solution — We built a computer vision inspection pipeline using edge-deployed detection models on line-side cameras, flagging defects in real time and logging every inspection centrally.

Challenge — A 26-branch supermarket chain updated paper price tags manually, causing pricing inconsistencies and significant weekly labor cost across stores. Shelf and checkout prices frequently disagreed.

Solution — We rolled out a centralized electronic shelf label system integrated with the POS and inventory platform, enabling instant, chain-wide price and promotion updates.

Challenge — A regional distributor managed leads, orders, and after-sales support across disconnected spreadsheets and a legacy CRM that didn't match their sales process. Nothing reconciled, and reporting was guesswork.

Solution — We designed a custom CRM aligned to the distributor's actual sales and service pipeline, integrated with their ERP and support inbox for a single operational view.

Challenge — A textile manufacturer had no facility-wide breakdown of energy consumption, making it impossible to identify which processes drove peak demand charges.

Solution — We installed smart metering across utility and production zones, streaming consumption data into a unified dashboard with anomaly and peak-load alerts.

Challenge — A residential developer wanted a unified smart-home standard across a 180-unit housing project instead of disconnected consumer gadgets per unit.

Solution — We engineered a standardized lighting, security, and energy monitoring system per unit, centrally managed through a resident mobile app and building dashboard.

Challenge — A 3PL warehouse operator lost significant time each week manually locating pallets and equipment across a 220,000 sq ft facility.

Solution — We deployed asset tags and gateway-based tracking infrastructure with a real-time location dashboard, integrated into the existing warehouse management system.

Challenge — A textile mill's dyeing and steam processes were monitored manually, leading to inconsistent batch quality and untracked utility waste.

Solution — We built embedded sensor units for dyeing and steam lines reporting into a live process monitoring platform with quality and utility alerts per batch.