Case studies from real delivery work

Applied AI in production-like environments

Explore how Miniml designs and ships AI systems around real operational constraints, governance requirements, and measurable workflow outcomes.

  • End-to-End AI Automation for a Mortgage Brokerage

    Confidential Mortgage Brokerage • Financial Services / Mortgage Operations • Delivered

    A bespoke AI automation platform for a mortgage brokerage that classifies emails, processes documents, updates case management workflows, and keeps humans in control of critical actions.

  • AI Medical Scribe for NHS Lothian

    NHS Lothian • Public Healthcare / Primary Care & Outpatient Departments • Prototype Complete, Clinical Validation Phase Pending

    A locally controlled AI medical scribe built on open-source foundations for NHS infrastructure, structured notes, and SNOMED CT-aligned coding support.