Use Cases
Real problems.
Measurable results.
A selection of production deployments across industries — each demonstrating the LineEquation approach to deterministic, high-impact AI and data engineering.
Algorithmic Fraud Detection
Deployed a real-time stochastic scoring engine capable of analyzing millions of transactions per second to detect fraudulent patterns before authorization.
Enterprise Knowledge RAG
Unified decades of fractured clinical and operational data into a secure, private LLM search infrastructure, accelerating research and operational compliance.
Dynamic Logistics Routing
Built an autonomous multi-agent system that continuously recalculates optimal shipping routes based on live weather, port congestion, and pricing signals.
Retail Demand Forecasting Engine
Replaced legacy heuristic replenishment with a probabilistic forecasting system incorporating promotions, seasonality, and local event signals across 3,200 SKUs.
Public Sector Benefits Eligibility AI
Automated the eligibility assessment process for a complex benefits programme, reducing processing time from weeks to hours while maintaining full audit trail compliance.
Quantitative Portfolio Risk Engine
Rebuilt a legacy risk calculation system with a high-performance quantitative modeling platform capable of computing portfolio-level VaR and CVaR in real time.
Predictive Maintenance for Industrial IoT
Connected time-series sensor data from 800+ machines to a predictive failure model, enabling proactive maintenance scheduling and eliminating costly unplanned shutdowns.
Agentic Market Intelligence Platform
Deployed a multi-agent research system that autonomously gathers, synthesises, and structures competitive intelligence from thousands of sources in real time.
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