Selected case work
AI systems shaped for real production work.
Production AI underwriting and inpatient care, alongside LLM agents, RAG products, document intelligence, and cloud systems. Each page describes the problem, approach, and technical scope.
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Insurance · Production AI
Inperio / AMIE
AI underwriting saving £20,000 per month in production
Underwriting automationDecision supportRead case
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Healthcare · Clinical AI
Arogya / Aurora EHR
Inpatient care AI accelerating hundreds of doctors’ workloads
Clinical workflowsElectronic health recordsRead case
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Document intelligence
Procys
Production LLM agents for document processing and identity verification
PythonFastAPIOpenAIRead case
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Domain billing and reconciliation
Openprovider
Cross-source invoice reconciliation for supplier billing, customer invoices, WHMCS data, and domain events
PythonFastAPIMySQLRead case
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Document intelligence
Kore Labs
A vector-first document mapping pipeline with human review for edge cases
AngularNode.jsFastAPIRead case
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Connected products and IoT
Laurastar
A connected appliance companion with grounded product guidance and BLE pairing
React NativeBLEAzureRead case
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Resource optimisation and HR technology
ProFinda
An ML insights migration that kept the existing Rails and React product intact
Ruby on RailsReactPythonRead case
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Conversational commerce
ShopSavvy
A voice-first commerce platform with MCP agent coordination and Shopify flows
LiveKitMCPPythonRead case
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Employee experience and HR analytics
People Element
Tenant-isolated survey insights grounded in comment evidence and client context
PythonFastAPIHugging FaceRead case
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Industrial supplier and knowledge automation
Shamrock Marketing
A citation-backed RAG system for standards, workflows, and product knowledge
PythonAzure AI SearchAzure OpenAIRead case
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B2B compliance and procurement marketplace
Sai Global Platform
Azure microservices for procurement, compliance, logistics, and tenant audit trails
PythonFastAPIAzure App ServicesRead case
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Interview preparation and HR technology
TrialHaus
A real-time mock interview product with adaptive questions and answer feedback
PythonFastAPIOpenAIRead case
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Enterprise facilities management
Martek Global Services
A cloud CAFM platform for triage, vendor routing, audit trails, and operations analytics
PythonFastAPIReactRead case