Point-of-Sale Insights
Retail Loss Prevention Analytics
for Australian Department Stores
We transform raw point-of-sale transaction data into structured, actionable insights — so investigation teams can focus their time where it matters most.
Our ServicesWhat We Do
POSI 4 — Point-of-Sale Insights — delivers specialist data services that surface suspicious transaction patterns across large retail environments. Our work is built for investigation teams, not dashboards.
We apply a rules-based analytical engine to point-of-sale data, identifying patterns consistent with known loss scenarios — including staff-facilitated fraud and procedural breaches.
From source system to structured output, we build and maintain robust ingestion and transformation pipelines on AWS cloud infrastructure — reliable, scalable, and low-maintenance.
Outputs are designed for the people who act on them. Filtered, prioritised, and formatted to support field investigations — minimising false positives and maximising lead quality.
How We Work
Our approach is anchored in a single principle: investigation time is expensive. A lead that doesn't convert wastes resources and erodes confidence in the data. Everything we build is optimised to maximise the signal-to-noise ratio of what reaches the investigation team.
We ingest raw point-of-sale transaction data — typically exported from source systems on a daily cycle — and route it through a proprietary rules-based transformation layer. This layer applies pattern logic refined over years of operational use, producing structured outputs that highlight high-confidence anomalies.
Delivery is tailored to the client's workflow. We work with existing tooling — whether business intelligence platforms or direct file delivery — to ensure findings reach the right people in a format they can act on immediately.
Technology Stack
About
POSI 4 — short for Point-of-Sale Insights — is an Australian data consultancy specialising in retail analytics and loss prevention. We are a deliberately small operation, structured to maintain deep expertise and close client relationships rather than broad coverage.
Our work sits at the intersection of data engineering, retail operations, and investigative support. We bring enterprise-grade analytical capability to clients who need precision and reliability without the overhead of large consulting arrangements.
Based in Australia. Focused on results.
Get in Touch
For enquiries about our services, please reach out directly.
darren@posi4.com