en-GB / Edinburgh
AI consultancy and development in Edinburgh for finance, research and public services
MLChronix designs and builds AI agents, LLM integrations, data pipelines and custom AI software for Edinburgh organisations, from the New Town and St Andrew Square to the Exchange District, Quartermile, Fountainbridge and Leith. We work remotely in UK hours, deploy into your own UK or EU cloud environment, and begin with a fixed-price pilot.
fixed-price pilot · uk morning overlap · uk or eu cloud regions · you own the code
01 / Areas we serve in Edinburgh
From New Town and St Andrew Square to Edinburgh BioQuarter.
We work remotely with companies across Edinburgh, in your hours. These are the business districts and hubs our Edinburgh work typically comes from.
New Town and St Andrew Square
Banks, asset managers, insurers and wealth managers in the historic financial district.
Exchange District
Investment firms, pensions providers, law firms and corporate offices around Lothian Road.
Quartermile
Technology companies, consultancies and professional firms near the university and the Meadows.
Fountainbridge
Mixed-use offices, technology firms and new developments along the Union Canal.
Bayes Centre and Central Campus
The University of Edinburgh’s data science and AI hub, spinouts and research partners.
Leith
Startups, creative agencies, the port and a growing community of digital businesses.
Edinburgh Park and South Gyle
Business park head offices, banking operations and shared service centres in the west of the city.
Edinburgh BioQuarter
Life sciences, health research and the businesses around the Royal Infirmary at Little France.
02 / AI in Edinburgh
Where AI agents pay off in Edinburgh.
Edinburgh has one of the longest AI research traditions in the world. Donald Michie started an AI group at the University of Edinburgh in 1963, and that lineage runs through today’s School of Informatics and the Bayes Centre, the university’s hub for data science and AI. In 2025 the UK government confirmed up to £750 million for a new national supercomputer to be hosted by the university, part of its push to expand UK compute capacity.
The city is also a major centre for asset management, banking, insurance and pensions, alongside a large public and third sector. Those organisations tend to want AI that is careful as well as useful: clear human oversight, explanations a regulator or board can follow, and data that stays in a known region. Scotland’s AI Strategy sets out an ambition for trustworthy, ethical and inclusive AI, and we design agents in that spirit, with logging, scoped data access and approval steps built in.
we design for
- UK GDPR and the Data Protection Act 2018, as amended by the Data (Use and Access) Act 2025
- FCA Consumer Duty for Edinburgh’s asset managers, banks, insurers and pensions providers
- Scotland’s AI Strategy and its principles of trustworthy, ethical and inclusive AI
We are engineers, not lawyers. We build to these frameworks and work with your legal and compliance teams on the final review.
03 / Use cases
What we build for Edinburgh companies.
AI for asset management and pensions in Edinburgh
Research and reporting assistants that read fund documents, filings and meeting notes, and draft commentary or client reports for an investment professional to approve.
AI for banking and insurance operations in Edinburgh
Complaint triage, document extraction and case summaries that support Consumer Duty monitoring, with decisions affecting customers reviewed by staff.
AI for universities and research in Edinburgh
Retrieval systems over papers, datasets and grant documents, plus data pipelines and model prototypes that research teams can own and extend.
AI for public and third sector in Edinburgh
Enquiry handling, case note summarisation and knowledge search for councils, charities and public bodies, with transparency about where AI is used.
AI for life sciences and health in Edinburgh
Document and literature search, administrative automation and structured data extraction for health research and biotech companies.
AI for tourism, festivals and hospitality in Edinburgh
Visitor and guest assistants for venues, hotels and event organisers, connected to booking and ticketing systems and built for seasonal peaks.
04 / Services
AI, web, app and software services in Edinburgh.
- AI agent development in EdinburghAgents that read, reason and act across your tools, with guardrails and human approval.
- SaaS and web platform development in EdinburghWeb apps and SaaS products in TypeScript, built to scale and easy to maintain.
- Workflow automation in EdinburghConnect your systems, move data reliably and remove the copy-paste work.
- App development company in EdinburghiOS and Android from one React Native codebase, through to store release.
- MVP development in EdinburghFrom idea to a launchable product in weeks, scoped to test what matters.
- Blockchain development in EdinburghSmart contracts and Web3 front ends, with security reviewed before launch.
- Chatbot development in EdinburghConversational AI consulting and assistants for web, WhatsApp and voice, in English and Arabic.
- LLM integration in EdinburghLLM gateways, model routing, orchestration and observability that cut cost and keep quality measurable.
- Middleware development in EdinburghMiddleware development that connects ERP, CRM, finance and AI services through clean, monitored APIs.
- Custom AI and ML development in EdinburghCustom machine learning models for forecasting, classification, document AI and vision, with MLOps built in.
- AI consulting in EdinburghHands-on AI consulting: find the use cases that pay off, then build them with the same team.
- Web development company in EdinburghFast, search-ready websites, web apps and e-commerce built with Next.js and modern CMSs.
- Software development company in EdinburghCustom business software, internal tools, ERP and CRM extensions, built around how your company works.
- Cloud and DevOps services in EdinburghCloud setup, migration, CI/CD, monitoring and cost control on AWS, Azure and Google Cloud.
- AI voice agents and AI receptionists in EdinburghVoice agents that answer calls, book appointments and qualify leads in English, Arabic and other languages, around the clock.
- MCP server development in EdinburghModel Context Protocol servers that connect Claude, ChatGPT and your AI agents to your systems, securely.
- AI governance and compliance in EdinburghTechnical AI governance: inventories, risk classification, logging, human oversight and documentation for the EU AI Act and ISO/IEC 42001.
05 / FAQ
Questions from Edinburgh teams.
Do you have an office in Edinburgh or Scotland?
No. We work remotely from Pakistan, four hours ahead of Edinburgh in summer and five in winter, so your morning overlaps with our afternoon. Workshops and reviews run on video in UK hours, and we keep you updated in writing every day.
Can you work alongside our university or research team?
Yes. We often turn a research prototype into a maintained system: tested code, documented pipelines, deployment in your cloud and a handover your team can run. Your researchers keep ownership of the methods and the code.
How do you keep AI explainable for a regulated firm?
We record the inputs, retrieved sources, prompts, model version and output for every agent step, show citations alongside answers, and route decisions that affect customers to a person. That gives risk and compliance teams evidence they can review.
Is an AI consultancy engagement different from a build?
We do both. A short consultancy phase maps your workflows, data and risks and recommends where AI pays off. A fixed-price pilot of two to six weeks then proves the best candidate on your own data before a larger build.
Put an AI agent to work in Edinburgh.
Thirty minutes, one workflow, an honest view of whether an agent will pay for itself.