Qondametrics | ML Products for South African Business

The products

Each product is available as a hosted web application or as an on-premises deployment on your own infrastructure. Your data is always isolated from every other client.

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Retail Demand Forecast

Retail & E-commerce

Automates stock ordering for warehouses and distributors. Uses historical sales data to predict SKU-level demand and generate prioritized reorder recommendations — reducing overstock capital and eliminating stockouts.

Prophet-based forecasting with statistical fallback for new SKUs
Reorder point and safety stock calculation per SKU
CSV upload → recommendations in minutes
South African public holiday calendar built in

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Churn Prediction Engine

Financial Services · Telecoms · Subscriptions

Identifies customers likely to leave so your retention team can make high-impact calls before churn happens. Works across micro-lenders, insurers, telecoms operators, and subscription businesses without code changes.

Binary classification on your own customer behavioral features
Precision at top decile — who to call first
Train on historical data, score your current base weekly
Feature importance ranking explains model decisions

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POPIA-Audit Tool

All regulated sectors

Scans your data files for South African personal information before the Information Regulator finds it for you. Built specifically for SA formats that generic tools miss.

SA ID numbers with Luhn checksum validation — not just digit-count matching
SA cellphone numbers (0-prefix and +27 international format)
Email addresses and bank account numbers
Findings report with masked samples — no raw PII in the output

☀️

Solar-Smart Scheduler

Energy · Manufacturing · Logistics

Shifts your flexible electrical loads — compressors, pumps, forklift charging, batch processes — to peak solar generation hours, minimizing Eskom time-of-use costs and demand charges every day.

Mathematical optimization — not guesswork or heuristics
Configurable per site: loads, time windows, Eskom TOU tariffs
Daily schedule output with rand savings vs naive baseline
Site capacity constraints enforced at every time slot

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Route / Load Optimization

Logistics & Fleet

Optimizes daily dispatch scheduling for delivery fleets — assigning runs to vehicles, respecting delivery windows and driver shift limits, and minimizing fuel cost by avoiding peak traffic periods.

Vehicle capacity and shift-window constraints enforced
Time-of-day fuel cost curves reflect real traffic patterns
Priority runs (urgent deliveries) scheduled before standard runs
Rand savings vs naive earliest-departure baseline on every run

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Healthcare Operational Efficiency

Private Clinics & Healthcare

Forecasts medical supply usage and generates prioritized reorder recommendations for private clinics. Critical items — where a stockout is a patient safety risk — are automatically identified and escalated throughout.

Per-item Prophet forecasting from your dispensing system export
Critical items get 99% service level and expedited lead time by default
Patient safety alerts surface above all other output
Configurable column mapping — works with your existing export format

Two ways to deploy

Hosted

We run the infrastructure on South African servers. Your team logs in at a secure URL, uploads data, and gets results. Your data is isolated from every other client by design — enforced at the database level on every single query, not just by convention.

Fastest to get started. No IT involvement needed. Zero setup cost.

On-premises

We install the product on your own servers. Your data never leaves your network. Ideal for clients in financial services, healthcare, or any environment with strict data governance or POPIA requirements around third-party data processing.

Full data sovereignty. Works on your existing infrastructure. Command-line and dashboard modes available.

Built for South Africa

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POPIA-conscious by design

Multi-tenant data isolation enforced at every database query. Client data never touches another client's workspace.

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SA-specific logic

SA ID number validation, +27 phone formats, Eskom TOU tariff structures, and SA public holiday calendars are built in — not bolted on.

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Local infrastructure

Hosted on South African infrastructure for low latency and data residency. Your data stays in SA.

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Production-grade

Not prototypes. Each product has a full test suite, real security hardening, and has been validated end-to-end before any client sees it.

Machine learning that works
for your business.