INDUSTRIES

Industrials & Logistics

Smarter demand. Leaner stock. 
Every route optimised.

The Challenge

Industrial businesses lose up to 30% of working capital to static purchase plans that can't respond to real-time demand.

Inventory Imbalance
Slow-moving lines tie up working capital while high-velocity SKUs run out - a direct consequence of static purchase plans that ignore real-time demand signals.
Manual Order Management
Staff reconciling stock levels, customer SLAs and lead times individually creates bottlenecks, errors and missed commitments across the supply chain.
Inefficient Field Scheduling
Manual scheduling ignores real-time traffic, technician skills and SLA windows - resulting in excess mileage, idle technician time and missed commitments.
SLA Exposure
Without real-time rescheduling, delays compound - SLA compliance deteriorates and daily capacity is never fully utilised.

The Solutions

USE CASE 01

ML-Based Demand Forecasting

From static purchase plans to SKU-level demand forecasts - with automated order recommendations.

Pain Point

Procurement teams rely on static purchase orders, seasonal averages and gut feel - leading to chronic overstock on slow lines and out-of-stocks on high-velocity SKUs.

Our Solution

ML models ingest POS history, promotional calendars, supplier lead times and external signals to generate SKU-level, location-level demand forecasts - driving automated reorder recommendations on a rolling basis.

Impact

20% to 30% reduction in overstock value
Out-of-stock events reduced by up to 35%
Working capital freed for redeployment
USE CASE 02

ML-Based Order Management

All ordering decisions AI-assisted, Ordering time cut by 60%.

Pain Point

Buyers place orders manually, reconciling supplier catalogues, SLAs and historical purchase data across dozens of SKUs - a process that consumes hours per buyer per week and creates ordering inconsistency.

Our Solution

An AI-assisted ordering platform generates recommended purchase orders based on demand forecasts, current stock positions and supplier constraints - with buyers approving, adjusting or rejecting recommendations with a single click.

Impact

All ordering decisions AI-assisted
Ordering time cut by 60%
Reduction in out-of-stock and overstock events through proactive alerting
USE CASE 03

ML-Based Route Optimisation

25% less travel time. More jobs per day. SLA compliance on autopilot.

Pain Point

Field service schedulers assign jobs manually using spreadsheets and local knowledge - leading to inefficient routes, missed SLAs and excess mileage costs across large technician fleets.

Our Solution

ML route optimisation models process job orders, technician locations, traffic patterns, skills matrices and SLA windows simultaneously - generating optimised daily schedules that maximise job completion rates and minimise travel time.

Impact

Travel time per technician reduced by 25%
Daily job capacity increased
SLA compliance improved with proactive rescheduling on delays

Let's explore what's possible together.

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