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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
Global Financial Services

Algorithmic Fraud Detection

Deployed a real-time stochastic scoring engine capable of analyzing millions of transactions per second to detect fraudulent patterns before authorization.

Machine LearningReal-TimeFinancial Services
Impact: Sub-millisecond latency
Enterprise Knowledge RAG
Multinational Healthcare

Enterprise Knowledge RAG

Unified decades of fractured clinical and operational data into a secure, private LLM search infrastructure, accelerating research and operational compliance.

LLMRAGHealthcareKnowledge Graph
Impact: Zero-hallucination querying
Dynamic Logistics Routing
International Supply Chain

Dynamic Logistics Routing

Built an autonomous multi-agent system that continuously recalculates optimal shipping routes based on live weather, port congestion, and pricing signals.

Agentic AIOptimisationLogistics
Impact: 14% cost reduction
Retail Demand Forecasting Engine
European FMCG Retailer

Retail Demand Forecasting Engine

Replaced legacy heuristic replenishment with a probabilistic forecasting system incorporating promotions, seasonality, and local event signals across 3,200 SKUs.

ForecastingBayesianRetail
Impact: 23% reduction in stockouts
Public Sector Benefits Eligibility AI
National Government Agency

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.

AutoMLExplainable AIPublic Sector
Impact: 67% faster processing time
Quantitative Portfolio Risk Engine
Asset Management Firm

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.

Quant FinanceMonte CarloRisk
Impact: 99.5% VaR accuracy
Predictive Maintenance for Industrial IoT
Global Manufacturing Group

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.

IoTTime-SeriesAnomaly Detection
Impact: 41% reduction in unplanned downtime
Agentic Market Intelligence Platform
Global Consulting Firm

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.

Agentic AILLMResearch Automation
Impact: 10x faster research cycle

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