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AI/ML Companies in Edinburgh: 31 Active Firms (2026)
AI/ML companies in Edinburgh build machine-learning systems, data products and automation tools for commercial, public-sector and regulated use cases.
Buying centres sit around analytics and data leadership, operations automation, risk and compliance, and public-sector digital teams. The buyer is usually a commercial, regulated or civic organisation with enough internal process complexity to justify external model-building, but not always a full in-house machine-learning function. Engagements tend to sit between applied consultancy and product deployment: decision-support tools, predictive workflows, data platforms and automation projects that need governance, explainability and model monitoring built into delivery. Edinburgh-area suppliers are therefore assessed less as generic software vendors and more as technical delivery teams able to work with sensitive operational or personal data.
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Edinburgh has 31 actively trading AI/ML companies in this list, making it a specialist local cohort rather than a broad software cluster. The employment footprint is 493 reported roles, which points to a market made up mainly of small technical teams and project-led suppliers. For researchers, that matters because supplier discovery is likely to involve founder-led sales, technical validation and reference checks, rather than procurement through large enterprise account teams. The absence of larger turnover reporters also suggests that local capability is more visible in applied delivery and specialist tooling than in scaled platform businesses.
The UK does not currently use a dedicated AI statute. Government policy has favoured a sector-specific approach, with existing regulators expected to interpret cross-cutting principles such as safety, security, transparency, fairness, accountability and redress within their own remits. GOV.UK guidance describes the principles as voluntary, so obligations vary by use case rather than flowing from an AI licence. Edinburgh suppliers working with personal data, financial services, healthcare, product safety or employment workflows may therefore face GDPR and domain-specific compliance expectations alongside buyer-led model assurance requirements.
Commercial development appears likely to favour suppliers that can evidence model governance, explainability and operational reliability without turning every sale into a bespoke research project. The cohort’s shape points to an early-commercial market, with many firms better suited to specialist deployments than to broad platform procurement. Public-sector and regulated buyers tend to lengthen sales cycles, but they also create demand for documented testing, audit trails and human oversight. Scale-up scarcity may persist unless local firms can move from project income towards repeatable products or partner-led distribution.
31
Active firms
2026
0
Turnover above £5M
Edinburgh cohort
2
Incorporated since 2022
Edinburgh cohort
Key facts
6% of the cohort was incorporated since 2022 (2 firms), so a sizeable share is in its first few filing cycles.
The UK does not currently regulate AI through a single, dedicated AI statute; the 2023 white paper instead set out a sector-specific approach using existing regulators.
GOV.UK’s 2024 regulator guidance describes the five AI principles as voluntary, with implementation left to regulators’ discretion within existing remits.
AI suppliers may face different obligations under data protection, financial services, healthcare, product safety or employment rules, rather than a single AI licence.
GOV.UK’s Artificial Intelligence sector study 2024 estimated the wider UK AI sector at more than 5,800 companies, up 85% over two years.
GOV.UK’s Artificial Intelligence sector study 2024 estimated AI revenue at £23.9 billion, GVA at £11.8 billion and employment at 86,139.
Top Edinburgh AI/ML companies
Seebyte
Trajectory
2y · 2023–NowFinancial sub-scores
Computed from 2 filingsDevelops software for maritime and defence autonomous systems, including mission planning, command-and-control, vehicle interoperability, autonomy and target recognition tools. Products support…
Serves naval and defence organisations, maritime security teams, and operators of uncrewed underwater, surface and multi-domain systems globally, including military users involved in mine…
Financial Health
StableStable · 4% CAGR over 1y
Location
Trajectory
5y · 2021–NowFinancial sub-scores
Computed from 5 filingsDevelops AI-powered recruitment software for staffing firms and corporate talent teams, including CV and resume parsing, candidate search and matching tools, automated candidate engagement, and…
Serves B2B recruitment markets: corporate talent acquisition teams, staffing and recruiting agencies, and recruitment technology vendors such as ATS/CRM providers, job boards and social media…
Financial Health
StableStable · 0% CAGR over 4y
Location
Cereproc Ltd
Trajectory
5y · 2021–NowFinancial sub-scores
Computed from 5 filingsDevelops text-to-speech software and AI voice technology. Provides speech synthesis engines, voice cloning tools, cloud APIs, mobile apps and SDKs that enable developers and organisations to generate…
Serves developers, businesses across industries, academic users and consumers needing text-to-speech for applications, digital content, personal use or assistive devices.
Financial Health
StableStable · Hiring · 5% CAGR over 4y
Location
Dufrain
Trajectory
2y · 2020–NowFinancial sub-scores
Computed from 2 filingsProvides data management and analytics consultancy, including data governance, migration, architecture and engineering, business intelligence reporting, and AI and advanced analytics. Develops data…
Serves organisations of varied sizes, from major global brands to growing businesses, across banking, insurance, retail, wealth management, public sector, and legal and professional services.
Financial Health
StableStable · 0% CAGR over 1y
Location
Dufrain
Trajectory
2y · 2020–NowFinancial sub-scores
Computed from 2 filingsProvides data management and analytics consultancy, including data governance, migration, architecture, engineering and business intelligence. Develops AI and advanced analytics solutions, data…
Serves businesses and public sector organisations, from major global brands to growing companies, in banking, insurance, retail, wealth management, legal and professional services, typically engaging…
Financial Health
StrongStrong · Growing, Hiring · 21% CAGR over 1y
Location
CONTINUUM INDUSTRIES LTD
Trajectory
5y · 2020–NowFinancial sub-scores
Computed from 5 filingsDevelops AI-powered software for planning and assessing utility infrastructure routes. The platform analyses GIS data to generate and compare routing options, evaluate permitting and environmental…
Serves utilities and infrastructure developers worldwide, especially energy and water organisations planning electricity transmission, renewables and offshore wind connections, hydrogen, CO₂, gas and…
Financial Health
StrongStrong · Hiring · 36% CAGR over 5y
Location
Level E Research Limited
Trajectory
4y · 2023–NowFinancial sub-scores
Computed from 4 filingsDevelops AI software for asset managers that automates investment decision‑making, portfolio management and regulatory compliance. Provides tools for trade surveillance, market modelling and…
Serves financial institutions, including asset managers, banks, wealth managers and investment platforms. Targets buy-side compliance and investment teams, with partners serving retail investors.
Financial Health
HealthyHealthy · Hiring · 11% CAGR over 3y
Location
Speech Graphics Ltd
Trajectory
5y · 2021–NowFinancial sub-scores
Computed from 5 filingsDevelops software for audio‑driven facial animation, generating lip‑sync and nonverbal facial movements from speech. Provides production tools and runtime SDKs used in video games, film, and…
Serves AAA and indie game studios, filmmakers, animation artists, and teams creating interactive marketing content for production and runtime projects.
Financial Health
HealthyHealthy · Hiring · 14% CAGR over 4y
Location
Trajectory
5y · 2021–NowFinancial sub-scores
Computed from 5 filingsDevelops artificial intelligence software for financial services firms, including AI assistants for financial advisers, automated compliance and quality assurance monitoring, and…
Serves financial services firms of all sizes, from SMEs to large enterprises, targeting financial advisers, QA assessors, advice team managers, compliance/risk leaders and Consumer Duty teams.
Financial Health
HealthyHealthy · -59% CAGR over 4y
Location
SPACE INTELLIGENCE LTD
Trajectory
5y · 2020–NowFinancial sub-scores
Computed from 5 filingsProvides satellite data analytics and geospatial mapping for forest conservation and carbon markets. Produces land cover and biomass datasets, deforestation maps, and monitoring tools to support…
Serves B2B buyers in carbon and commodity markets: nature-based project developers, carbon credit investors and offtakers, and organisations trading or sourcing soft commodities needing EUDR and…
Financial Health
StrongStrong · Growing, Hiring · 88% CAGR over 5y
Location
Bellrock Technology Limited
Trajectory
5y · 2021–NowFinancial sub-scores
Computed from 5 filingsDevelops an enterprise software platform that enables organisations to build, deploy and manage multi‑agent artificial intelligence systems, integrating data and tools to automate tasks, support…
Sells to enterprise businesses pursuing AI adoption, particularly executive, operations, digital transformation and technology teams moving from pilot projects to scaled AI programmes across…
Financial Health
DistressedDistressed · -14% CAGR over 4y
Location
RASA Technologies Limited
Trajectory
5y · 2021–NowFinancial sub-scores
Computed from 5 filingsDevelops conversational AI software that enables organisations to build and operate AI agents and chatbots. The platform provides tools for natural language understanding, dialogue management, API…
Sells to enterprises and public sector organisations needing AI agents for customer support, sales, and operations, especially in finance, retail, government, insurance, healthcare, telecoms, and…
Financial Health
WeakWeak · Hiring · 24% CAGR over 4y
Location
NET AI TECH LTD
Trajectory
4y · 2022–NowFinancial sub-scores
Computed from 4 filingsDevelops artificial intelligence software for telecommunications networks that analyses traffic data, forecasts demand, detects operational anomalies and automates resource allocation to optimise…
Serves B2B telecommunications companies, especially mobile network operators and telcos, targeting network operations, engineering and business teams responsible for service quality, energy use and…
Financial Health
StableStable · Hiring · 26% CAGR over 3y
Location
Microbira Limited
Trajectory
3y · 2023–NowFinancial sub-scores
Computed from 3 filingsDevelops artificial intelligence software that analyses Fourier transform infrared spectroscopy data to identify microorganisms. Provides a cloud‑based platform and spectral databases enabling rapid…
Sells to small-to-large clinical microbiology laboratories, healthcare providers, research teams, food safety and environmental microbiology organisations, and veterinary laboratories.
Financial Health
StrongStrong · Hiring · 41% CAGR over 2y
Location
Exception Limited
Trajectory
2y · 2024–NowFinancial sub-scores
Computed from 2 filingsProvides artificial intelligence consulting and delivery services including AI strategy development, AI agent and automation solutions, project delivery support, and governance frameworks to help…
Serves Scottish businesses and complex, regulated organisations pursuing AI adoption, targeting senior leadership, IT directors and digital transformation stakeholders needing secure, compliant…
Financial Health
StableStable · -37% CAGR over 1y
Location
SOCIOVESTIX LABS LTD
Trajectory
5y · 2021–NowFinancial sub-scores
Computed from 5 filingsDevelops financial data science tools and analytics for investors, including machine learning models, investment signal analysis, sustainable finance and impact metrics, data quality testing, and…
Serves institutional investors, asset owners and other buy-side financial market participants, as well as sustainability-focused public, research and development partners.
Financial Health
StableStable · -73% CAGR over 4y
Location
The Optima Value Group Limited
Trajectory
5y · 2021–NowFinancial sub-scores
Computed from 5 filingsProvides data engineering and data science services focused on marketing and customer analytics. Designs and builds cloud‑based data platforms, integrates data sources, and develops analytics and AI…
Serves large enterprises, particularly retail, banking and travel businesses, targeting marketing, CRM, customer insight, CX and digital leaders responsible for customer data and analytics.
Financial Health
WeakWeak · 1% CAGR over 4y
Location
Danu Insights Limited
Trajectory
2y · 2024–NowFinancial sub-scores
Computed from 2 filingsDevelops artificial intelligence software for designing and optimizing scientific experiments in life sciences, supporting biotechnology and clinical research teams with data analysis and tools to…
Serves B2B life sciences organisations, including biotech companies and clinical research teams conducting experimental R&D.
Financial Health
StableStable · Hiring · 150% CAGR over 1y
Location
PHARMATICS LIMITED
Trajectory
5y · 2021–NowFinancial sub-scores
Computed from 5 filingsDevelops artificial intelligence software for biomedical and clinical research, transforming scientific publications and clinical trial data into predictive models. Provides evidence‑based medical…
Serves B2B organisations developing digital and precision health products, including health-tech software/app teams and preclinical or clinical research groups needing biomedical AI and API…
Financial Health
WeakWeak · 0% CAGR over 4y
Location
Wallscope Limited
Trajectory
3y · 2022–NowFinancial sub-scores
Computed from 3 filingsProvides data consulting and software development services, including auditing data systems, designing dashboards and visualisation tools, integrating APIs and linked data, and building digital…
Serves B2B organisations across sectors, especially strategy, operations and digital transformation teams managing complex data environments and seeking data-driven planning, reporting and workflow…
Financial Health
DistressedDistressed · -39% CAGR over 2y
Location
MI:RNA LTD
Trajectory
5y · 2021–NowFinancial sub-scores
Computed from 5 filingsDevelops an AI-based diagnostic platform using microRNA biomarkers to detect diseases in animals before clinical symptoms appear. Focuses on tests for companion and production animals, including…
Sells to veterinary and animal health markets, serving companion animal care providers and production animal stakeholders such as cattle farmers and herd managers. Also targets laboratory partners…
Financial Health
HealthyHealthy · Hiring · 68% CAGR over 4y
Location
STORM (ID) LTD.
Trajectory
5y · 2021–NowFinancial sub-scores
Computed from 5 filingsProvides digital consultancy and software development services, researching, designing and building websites, platforms, and data and AI solutions. Develops custom applications, AI components and…
Serves public sector bodies, cultural and tourism organisations, and regulated businesses seeking digital, data and AI support, especially those requiring secure, scalable services.
Financial Health
WeakWeak · -67% CAGR over 4y
Location
NILE HQ LTD
Trajectory
5y · 2021–NowFinancial sub-scores
Computed from 5 filingsProvides strategic consultancy to regulated organisations on digital and AI transformation. Offers strategy sprints, product design, prototyping and delivery teams to develop AI-enabled products,…
Serves regulated enterprises, especially financial services firms such as banks, wealth managers and insurers, plus public sector organisations like the NHS seeking AI, transformation, accessibility…
Financial Health
HealthyHealthy · -60% CAGR over 4y
Location
XI ENGINEERING CONSULTANTS LTD
Trajectory
5y · 2021–NowFinancial sub-scores
Computed from 5 filingsProvides engineering consultancy using modelling, simulation, and data analysis to assess and optimise physical systems. Offers vibration, acoustic, structural, and environmental monitoring, digital…
Serves B2B clients in energy, buildings, infrastructure, environmental planning, medical devices and product development, including renewable operators, asset owners, engineers and developers needing…
Financial Health
StableStable · Hiring · 13% CAGR over 4y
Location
AI EXPLORATION LTD
Trajectory
4y · 2022–NowFinancial sub-scores
Computed from 4 filingsDevelops industrial probe sensors and data analytics software for the energy sector. Technology integrates into oil and gas and carbon capture processes to measure parameters such as water content,…
Serves B2B customers in the energy sector, particularly oil and gas operators and carbon capture and storage companies, including global energy firms managing industrial processes.
Financial Health
StrongStrong · Hiring · 19% CAGR over 3y
Location
STAMPEDE AI LTD
Trajectory
5y · 2021–NowFinancial sub-scores
Computed from 5 filingsDevelops a hospitality management platform integrating CRM, table bookings, payments, guest Wi‑Fi, loyalty programmes, reviews and analytics. Software connects guest interactions into unified…
Serves B2B hospitality operators, including restaurants, pubs, bars, hotels and multi-site venue brands, targeting teams responsible for guest engagement, bookings, loyalty and customer data.
Financial Health
HealthyHealthy · 2% CAGR over 4y
Location
Mercuna Developments Limited
Trajectory
5y · 2020–NowFinancial sub-scores
Computed from 5 filingsDevelops AI navigation middleware for video games, providing ground and 3D pathfinding systems for characters, vehicles, animals and flying or underwater entities. Software integrates with game…
Sells to video game studios and developers, from AAA teams to indie studios, building titles across genres such as RPGs, FPS, space and flight sims, underwater games, and AR/VR.
Financial Health
StrongStrong · Hiring · 19% CAGR over 4y
Location
Ascent Platform Limited
Trajectory
3y · 2023–NowFinancial sub-scores
Computed from 3 filingsDevelops banking software that unifies data from multiple systems into a single platform for banks and credit unions. Provides workflows for account opening, lending, onboarding, servicing, and…
Sells B2B to banks, credit unions and financial institutions, targeting teams responsible for account opening, small business and consumer lending, treasury onboarding, mortgage point-of-sale,…
Financial Health
WeakWeak · Hiring · 41% CAGR over 2y
Location
Trajectory
5y · 2020–NowFinancial sub-scores
Computed from 5 filingsDevelops hybrid intelligent electrical transformers and control software for power grids and large power users. Products provide power flow control, monitoring and system coordination through…
Serves B2B energy infrastructure buyers, including data centre operators, commercial and industrial power users, grid and distribution network operators, and renewables or energy storage developers.
Financial Health
HealthyHealthy · Hiring · 88% CAGR over 5y
Location
Pacla Medical Limited
Trajectory
5y · 2021–NowFinancial sub-scores
Computed from 5 filingsDevelops and supplies robotic back therapy devices designed to mobilise the spine and deliver automated massage. The system uses robotic actuators, back scanning and software controls to apply…
Serves both individuals with back pain, stiffness or mobility concerns and businesses seeking back-care options for staff, clients or athletes, including people managing chronic conditions or…
Financial Health
DistressedDistressed · -8% CAGR over 4y
Location
PORTF.IO LIMITED
Trajectory
3y · 2022–NowFinancial sub-scores
Computed from 3 filingsDevelops portfolio monitoring software for private equity, venture capital and institutional investors. The platform aggregates data from accounting and business systems, automates data collection…
Serves private markets investment firms, including private equity, venture capital and institutional investors, targeting portfolio monitoring, operations and reporting teams managing multi-company…
Financial Health
StrongStrong · Hiring · 53% CAGR over 2y
Location
ILLUMINATE TECHNOLOGY LIMITED
Trajectory
3y · 2023–NowFinancial sub-scores
Computed from 3 filingsProvides online safety compliance and risk management services for digital platforms. Develops OSCAR, a software platform that maps services to global regulations, automates risk assessments and…
Serves B2B technology companies and online service/platform operators that need to manage online safety risks, meet global digital regulations, and implement safety-by-design practices as they scale.
Financial Health
StableStable · 0% CAGR over 2y
Location
Danu Robotics Ltd
Trajectory
4y · 2021–NowFinancial sub-scores
Computed from 4 filingsManufactures AI‑controlled robotic systems for sorting recyclable waste. Develops computer vision and multi‑arm robots that identify, pick and separate materials on conveyor lines, designed to…
Sells to recycling and waste management businesses operating material recovery facilities, especially existing MRF operations handling dry mixed recyclables and manual sorting lines.
Financial Health
DistressedDistressed
Location
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How Edinburgh AI/ML companies work and how to sell to them
What they do
Edinburgh AI/ML suppliers usually earn revenue through applied delivery rather than pure software resale. Paid discovery, data audits, model development, systems integration and ongoing support often sit alongside subscription licences, managed services or usage-priced APIs once a workflow is repeatable. A typical engagement starts with a scoped proof of value, then moves into production deployment, monitoring and periodic retraining if the buyer can provide usable data and internal sponsorship. Pricing therefore tends to mix fixed project fees with recurring retainers, especially where the supplier remains responsible for model performance, documentation, governance and integration with existing operational systems.
Who they sell to
Most sell to organisations with complex processes and risk-sensitive decisions: regulated financial services teams, healthcare and life sciences operators, public-sector bodies, universities, utilities, professional services firms and larger commercial operators. Buyers are typically CTOs, Chief Data Officers, Heads of Analytics, Heads of Operations, risk and compliance leaders, or digital transformation teams, with procurement and legal joining once personal data or operational dependency is involved. Sales cycles are usually consultative and evidence-led, rather than self-serve. Direct sales and partner referrals matter, while public-sector and enterprise work can involve RFPs, framework access, security questionnaires and reference-led technical review.
What they buy
Most AI/ML firms tend to spend on cloud infrastructure, data storage, data engineering tools, model monitoring, security testing, privacy advice and collaboration software before they add heavier corporate systems. As projects move from prototype to live service, they may also need billing, CRM, customer support, documentation, analytics, finance and HR tooling that can cope with a mixed services-and-software model. Specialist services are common buying areas: recruitment for machine-learning engineers and data engineers, legal support for data-processing terms, insurance advice, grant and R&D tax advice, technical content, and sector-specific sales support where buyers require assurance as much as a product demo.
Why and how to sell to them
AI/ML buyers tend to evaluate vendors when delivery risk starts to constrain growth: pilots stall before production, buyers ask for stronger audit trails, technical teams are stretched across bespoke deployments, or procurement teams demand clearer evidence on security, fairness and human oversight. Funding events, senior commercial hires, public-sector tender activity, new regulated-sector customers and movement from consultancy work into repeatable software are useful intent signals. Outbound angles usually work better when framed around shortening the path from prototype to live use, improving buyer assurance, reducing manual delivery effort, or making GDPR and model-governance evidence easier to produce during sales and renewal cycles.
How this list is built
Data sources
This list is built from UK Companies House filings, XBRL accounts data, and semantic analysis of each company's public website. Revenue and headcount figures come from the most recent filed accounts; where the company has not filed, values are estimated using a model trained on filed history and peer benchmarks and are labelled as estimates.
Classification
Rather than relying solely on SIC codes, Firmbase classifies each company semantically: the company's website is crawled, an AI model reads what the company actually sells, and the company is placed into the relevant industry and subsectors. SIC codes are used as one signal but not the only one. This means a company that registered under a generic SIC code but pivoted into (for example) fintech is correctly identified as fintech, not as its original SIC category.
Freshness
The underlying company data is refreshed from Companies House continuously; filings appear in the list within days of submission. The curated list ordering is regenerated when the underlying data moves meaningfully (company count changes by more than 5%, a new company enters the top-ranked segment, or the filed-revenue numbers for the top firms change). You can see the last-updated timestamp near the top of the page.
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