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Machine Learning Companies in Reading: 31 Active Firms (2026)
Machine learning companies build data-driven models, automation tools and AI-enabled software for customers in and around Reading.
Commercial buying centres around Reading tend to sit in operations, data, finance and sector-specific workflow teams, rather than consumer product functions. Buyers are mostly commercial, public-sector and regulated-industry organisations looking for model development, analytics platforms, automation tooling or AI features that fit existing governance processes. Engagements are typically B2B and consultative: a proof-of-concept or data-assessment phase, followed by integration into workflow systems, model monitoring and support. The better-fit suppliers have specialist technical teams and enough operating scale to work through procurement, security review and accountability requirements.
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Reading has 31 actively trading machine learning companies in this list, making it a compact local cohort rather than a broad regional market. Reported employment is 1,023 people across the group, so the footprint is not just founder-led research activity; it includes employers with delivery, sales, support and governance capacity. The local pattern also includes a revenue split, with 7 firms above £5M turnover and the remainder sitting below that threshold. For a researcher, that points to a market with some scaled suppliers but a long tail of smaller operating companies.
The UK still lacks a dedicated AI statute or single licence for AI suppliers. Instead, obligations tend to arrive through existing sector rules, depending on whether the use case touches data protection, financial services, healthcare, product safety or employment. gov.uk guidance describes the cross-cutting AI principles as voluntary, with implementation left to regulators working within their existing remits. For Reading suppliers selling into regulated or public-sector buyers, safety, transparency, fairness, accountability and redress routes are therefore not abstract policy language; they are likely to shape procurement questions, contractual warranties and post-deployment monitoring.
The local pipeline appears more mature than speculative, with relatively few signs of very recent formation and a visible layer of firms already past micro-business scale. Growth is likely to depend less on general AI excitement and more on whether suppliers can turn domain knowledge, assurance practices and integrations into repeatable delivery. Regulated and public-sector buyers tend to lengthen sales cycles, but they also reward suppliers that can evidence model governance and redress. Consolidation may come through service-led AI teams being absorbed into broader software and analytics groups.
31
Active firms
2026
7
Above £5M
turnover
0
Since 2022
incorporations
Key facts
About 22% of the trading cohort reports turnover above £5M (7 of 31 firms) — the rest sits below that revenue band.
UK AI oversight remains sector-specific after the 2023 white paper, with existing regulators applying principles within their remits rather than a single AI licence.
GOV.UK's 2024 regulator guidance describes the AI principles as voluntary, with implementation left to regulators' discretion.
Suppliers can face different diligence routes in data protection, financial services, healthcare, product safety or employment use cases.
GOV.UK's Artificial Intelligence sector study 2024 estimated the wider UK AI sector at more than 5,800 companies, £23.9 billion of revenue and £11.8 billion of GVA.
Stanford HAI's 2024 AI Index reported 61 notable AI models from US-based institutions in 2023, compared with 21 from the European Union.
Top Reading machine learning companies
Fiscal Technologies
Trajectory
5y · 2020–NowFinancial sub-scores
Computed from 5 filingsDevelops accounts payable risk management software that analyses invoices and supplier data to detect duplicate payments, fraud and anomalies. Provides automated statement reconciliation, supplier…
Serves finance, audit and procurement teams in UK local government, NHS and private healthcare, and corporate/business services organisations, including national retailers and international currency…
Financial Health
StableStable · Hiring · 3% CAGR over 4y
Location
Domino Data LAB
Trajectory
2y · 2024–NowFinancial sub-scores
Computed from 2 filingsDevelops enterprise software platform for data science and machine learning that enables teams to build, train, deploy and monitor models, manage data science projects, and collaborate across tools,…
Serves large enterprises and public sector organisations with code-first data science, AI/ML, IT and governance teams, especially in life sciences and financial services.
Financial Health
WeakWeak · -10% CAGR over 1y
Location
CloudFactory
Provides AI consulting and a platform for developing and operating machine learning systems, including data collection, labeling and annotation, dataset curation, model training and fine‑tuning,…
Serves enterprise AI, data science and product teams in healthcare, finance, embodied AI and damage assessment sectors, especially where production AI errors carry high risk.
Location
FISCAL Technologies
Trajectory
5y · 2019–NowFinancial sub-scores
Computed from 5 filingsProvides AI-based software for accounts payable risk management, analysing invoices, suppliers and transactions to detect fraud, duplicate payments and anomalies. Also offers recovery audits,…
Serves finance, audit and procurement teams in UK local government, NHS and private healthcare organisations, and corporate/business services firms, including retail chains and financial/currency…
Financial Health
StrongStrong · Hiring · 84% CAGR over 5y
Location
Provides data analytics, technology platforms, and contract research services for the life sciences and healthcare sectors, including clinical trial management, real‑world evidence studies,…
Serves life sciences and healthcare organisations, including pharmaceutical manufacturers, emerging biopharma, generics, MedTech, consumer health firms, payers, providers, government bodies and…
Location
GCE CLIN SOLUTIONS LIMITED
Trajectory
3y · 2020–NowFinancial sub-scores
Computed from 3 filingsProvides data analytics, technology platforms, and contract research services to pharmaceutical and healthcare organisations, supporting clinical trials, real‑world evidence studies, regulatory…
Serves B2B and public-sector buyers in life sciences and healthcare, including pharmaceutical manufacturers, emerging biopharma, generics and MedTech firms, plus government, payers, providers,…
Financial Health
DistressedDistressed · -23% CAGR over 2y
Location
Provides data analytics, technology platforms and contract research services to pharmaceutical, biotech and healthcare organisations, including clinical trial management, real‑world health data…
Serves life sciences and healthcare organizations, including pharmaceutical manufacturers, emerging biopharma, generics, MedTech, consumer health firms, payers, providers, government bodies, patient…
Location
Clinical LAB Minority Shareholder
Provides data analytics, technology platforms, clinical research services and consulting to pharmaceutical, biotech and healthcare organisations, supporting drug development, clinical trials,…
Serves B2B and public-sector customers in life sciences and healthcare, including pharmaceutical manufacturers, emerging biopharma, generics, MedTech, consumer health, payers, providers, government…
Location
Provides data analytics, technology platforms and contract research services for life sciences and healthcare organisations, including clinical trial management, real‑world health data analysis,…
Serves global life sciences and healthcare organisations, including pharmaceutical manufacturers, emerging biopharma, medtech, generics and consumer health companies, plus payers, providers,…
Location
CloudFactory
Provides AI consulting and a platform for developing and operating machine learning systems. Services include data collection, labeling and annotation, dataset curation, model training and…
Serves enterprise AI, data science and product teams in sectors including healthcare, finance, embodied AI and damage assessment, especially organisations using high-stakes AI where production…
Location
Provides data analytics, technology platforms, and contract research services for pharmaceutical, biotechnology, and healthcare organisations, including clinical trial management, real‑world health…
Serves life sciences and healthcare organisations, including pharmaceutical manufacturers, emerging biopharma, generics, MedTech and consumer health companies, plus payers, providers, government…
Location
Manhattan Associates
Develops and provides cloud-based software for retail and supply chain operations, including warehouse, transportation and order management systems, demand forecasting, inventory and fulfillment…
Serves B2B enterprise and mid-market organisations in retail, wholesale, consumer goods, food and beverage, grocery, manufacturing, medical and pharmaceutical, trucking and third-party logistics,…
Location
Provides laboratory testing and biomarker analysis for clinical trials, along with data analytics, real‑world evidence research, and technology platforms that support pharmaceutical and biotechnology…
Serves B2B and public-sector customers in life sciences and healthcare, including pharmaceutical manufacturers, emerging biopharma, MedTech, consumer health, generics firms, payers, providers,…
Location
Provides data analytics, technology platforms and consulting services to pharmaceutical, biotechnology and healthcare organisations, including clinical trial management, real‑world health data…
Serves B2B and public-sector customers in life sciences and healthcare, including pharmaceutical manufacturers, emerging biopharma, generics, MedTech, consumer health firms, payers, providers,…
Location
VOSS Solutions
Develops software for managing unified communications and collaboration systems. The platform provides automation, analytics, monitoring, and administration tools for phone numbers, email, contact…
Sells to B2B and public sector organisations managing complex UC, collaboration and contact centre environments, especially enterprises, service providers and partners in banking, education,…
Location
Ross Robotics Limited
Trajectory
5y · 2021–NowFinancial sub-scores
Computed from 5 filingsDevelops and supplies autonomous robotic platforms for inspection and monitoring of high‑voltage and HVDC infrastructure. Systems use onboard sensors and AI to collect optical, thermal, audio and…
Serves HVDC and high-voltage infrastructure operators, including transmission utilities, grid asset owners and operators of valve halls, DC halls, switching stations and substations.
Financial Health
HealthyHealthy · Hiring · 4% CAGR over 4y
Location
Enghouse Interactive
Develops and supplies contact centre software for businesses and service providers, including cloud and on‑premise platforms for omnichannel communications, call handling, IVR, workforce management,…
Sells primarily to businesses and public sector organisations running contact centres, including financial services, healthcare, housing associations, local government, media, technology providers…
Location
Safetonet Limited
Trajectory
4y · 2020–NowFinancial sub-scores
Computed from 4 filingsDevelops AI-based safety technology for smartphones, apps and platforms that blocks the creation, viewing and sharing of explicit or illegal content in real time, including livestreams, to help…
Serves technology companies operating smart devices, platforms and apps, as well as parents seeking safer devices for children and teens. Also addresses policymakers and online safety partners…
Financial Health
WeakWeak · Hiring · 92% CAGR over 3y
Location
Measurable Ltd
Trajectory
5y · 2020–NowFinancial sub-scores
Computed from 5 filingsDevelops smart plug sockets and a software control platform that use machine learning to monitor appliance-level electricity use in buildings, automatically switching off idle devices and providing…
Sells to B2B organisations operating commercial buildings, including construction firms, offices, schools, hospitality venues and retailers, as well as energy consultants, sustainability advisors and…
Financial Health
StrongStrong · Growing, Hiring · 82% CAGR over 5y
Location
CORPORATE PROJECT SOLUTIONS LIMITED
Trajectory
3y · 2023–NowFinancial sub-scores
Computed from 3 filingsProvides consultancy, implementation and managed services for Microsoft technologies including Microsoft 365, Dynamics 365, Power Platform and Copilot. Supports project portfolio management,…
Serves UK organisations using Microsoft technology, including SMEs, enterprises and public sector bodies across construction, education, financial services, government, healthcare, manufacturing,…
Financial Health
StableStable · -3% CAGR over 2y
Location
WIPRO Europe Limited
Trajectory
1y · 2021–NowProvides information technology consulting, software engineering and business process outsourcing services. Offers cloud services, cybersecurity, data analytics, digital experience design and…
Serves large enterprises and public sector organizations across banking, capital markets, insurance, telecoms, media, retail, healthcare, manufacturing, energy, technology, travel, education and…
Financial Health
Insufficient historyInsufficient history
Location
Fortinet
Develops and supplies cybersecurity software, appliances and cloud services for network, endpoint and cloud protection. Offers next‑generation firewalls, secure networking, SASE platforms, threat…
Sells to businesses, enterprises, public sector organisations and service providers needing cybersecurity across networks, cloud, endpoints and operational technology, including IT, security and…
Location
Trajectory
4y · 2020–NowDevelops artificial intelligence systems for defence and dual‑use applications, focusing on brain‑inspired machine learning for object recognition and perception. Conducts research and deploys AI…
Serves defence-sector organisations and other dual-use customers, including public-sector or industry teams that have identified AI as operationally important.
Financial Health
Insufficient historyInsufficient history · 141% CAGR over 3y
Location
Oxford Immune Algorithmics Ltd
Trajectory
5y · 2020–NowFinancial sub-scores
Computed from 5 filingsDevelops AI‑based medical technology that analyses blood and immune system data over time to detect disease patterns and health changes. Provides a mobile monitoring system integrating wearable…
Serves healthcare providers and patients, especially in oncology and chronic disease monitoring. Targets clinicians, hospitals and home-monitored patients needing continuous remote immune monitoring,…
Financial Health
StrongStrong · Growing, Hiring · 52% CAGR over 4y
Location
SERVICEWARE SE UK LIMITED
Trajectory
4y · 2022–NowFinancial sub-scores
Computed from 4 filingsDevelops software for enterprise service management and IT financial management, including tools for workflow automation, knowledge management, and cost and performance management. Also provides…
Serves large enterprises and service organizations, targeting CIOs, CFOs, IT, finance, HR and customer service leaders responsible for enterprise services, IT finance, performance management and…
Financial Health
HealthyHealthy · Hiring · 4% CAGR over 3y
Location
Develops configure‑price‑quote (CPQ) and sales automation software for telecommunications and technology providers, enabling configuration of complex products and subscriptions, quote generation,…
Sells to B2B telecoms operators, communications providers and tech companies, particularly enterprises selling complex business solutions and subscription services at scale.
Location
Integral Zone UK Limited
Trajectory
5y · 2021–NowFinancial sub-scores
Computed from 5 filingsDevelops DevSecOps software for MuleSoft environments, providing automated code review, security scanning, compliance checks, and API and platform monitoring tools that analyse MuleSoft projects,…
Sells to enterprise IT, integration and DevSecOps teams running MuleSoft projects, including Fortune 500 organisations and large regulated businesses needing secure, compliant API delivery.
Financial Health
DistressedDistressed · -24% CAGR over 4y
Location
Veeam Software
Develops data protection and backup software for cloud, virtual, physical and SaaS environments. Provides backup, recovery, replication and ransomware recovery tools, including services for Microsoft…
Serves enterprises, small businesses, service providers and public-sector organisations, targeting IT, security and executive teams in government, education, financial services, insurance and…
Location
CHARTER GLOBAL LIMITED
Trajectory
5y · 2021–NowFinancial sub-scores
Computed from 5 filingsProvides digital engineering services including AI-driven process automation, data engineering and modernization, cloud transformation, and custom software and SaaS development. Builds data…
Serves B2B customers, including enterprises and startups, with a focus on teams pursuing AI, data, cloud, software and SaaS initiatives for scalable digital products and automation.
Financial Health
HealthyHealthy · -5% CAGR over 4y
Location
Novai Ltd
Trajectory
3y · 2023–NowFinancial sub-scores
Computed from 3 filingsDevelops DARC (Detection of Apoptosing Retinal Cells) imaging technology and AI analysis tools for early detection of retinal cell death and neurodegenerative eye and brain diseases, supporting…
Serves patients with eye and brain disease concerns, clinicians and healthcare professionals selecting treatments, and pharmaceutical companies running ophthalmic preclinical research and clinical…
Financial Health
DistressedDistressed · -12% CAGR over 2y
Location
Trajectory
5y · 2021–NowFinancial sub-scores
Computed from 5 filingsDevelops enterprise software that provides AI-powered search, recommendations and personalization across websites, e‑commerce, customer service and workplace applications, using unified indexing,…
Serves large enterprises, including B2B and B2C commerce, customer service, website and workplace teams across high tech, healthcare, financial services, telecoms, manufacturing and retail.
Financial Health
WeakWeak · Hiring · 19% CAGR over 4y
Location
Trajectory
2y · 2023–NowFinancial sub-scores
Computed from 2 filingsDevelops software for customer service automation and customer engagement. Platform provides AI agents, knowledge management, conversation management and analytics tools supporting self‑service,…
Serves enterprise and government customer service organisations, including banks, credit unions, insurers, healthcare providers, manufacturers, retailers, telecoms, utilities, travel firms and…
Financial Health
DistressedDistressed · -31% CAGR over 1y
Location
DATAVID LIMITED
Trajectory
5y · 2021–NowFinancial sub-scores
Computed from 5 filingsProvides consulting and engineering services for enterprise data and knowledge management, including data integration, data architecture, knowledge graphs, semantic layers, and AI/LLM integration to…
Serves enterprise and public-sector organisations with complex, regulated data estates, especially in life sciences, publishing, standards bodies, banking and finance; targets data, knowledge…
Financial Health
StrongStrong · Growing, Hiring · 41% CAGR over 4y
Location
EDGEMATICS TECHNOLOGIES UK LTD
Trajectory
5y · 2021–NowFinancial sub-scores
Computed from 5 filingsProvides data engineering, data governance, and AI consulting services to enterprises. Develops machine learning and generative AI solutions, data strategies, and process automation, and offers…
Serves enterprise data and AI leaders in healthcare, financial services, and retail/eCommerce, targeting organisations pursuing governed data, AI and automation initiatives.
Financial Health
HealthyHealthy · Hiring · 26% CAGR over 4y
Location
Bexprt Ltd
Trajectory
5y · 2021–NowFinancial sub-scores
Computed from 5 filingsProvides enterprise AI and cloud engineering services, developing AI agents for document processing, data extraction and analytics. Delivers AWS migration, cloud architecture reviews, disaster…
Serves enterprise and public sector organisations operating at scale, especially regulated businesses in telecoms, financial services, retail, manufacturing and energy across Europe, the USA, Saudi…
Financial Health
StrongStrong · Hiring · 78% CAGR over 4y
Location
NEURAL TECHNOLOGIES LIMITED
Trajectory
2y · 2024–NowFinancial sub-scores
Computed from 2 filingsDevelops software for telecommunications and mobile money providers including fraud management, revenue assurance, credit risk and anti‑money laundering systems. Also provides data integration,…
Sells to businesses, particularly communication service providers and mobile money service providers, seeking fraud prevention, revenue assurance, risk management and data integration solutions.…
Financial Health
StableStable · -25% CAGR over 1y
Location
TARALA CONSULTING LTD
Trajectory
5y · 2021–NowFinancial sub-scores
Computed from 5 filingsProvides data and analytics consulting services including data strategy and governance, data engineering and platform development, business intelligence, machine learning, and development of…
Sells to organisations needing data strategy, engineering, analytics and AI support, particularly larger businesses. Examples shown include financial services, retail and media/technology companies,…
Financial Health
StableStable
Location
Trajectory
3y · 2023–NowFinancial sub-scores
Computed from 3 filingsDevelops data quality software that cleans, matches, deduplicates and standardises datasets. Provides on‑premise tools with AI‑driven entity resolution, data profiling, address verification and…
Serves SME businesses and security-conscious organisations with business users or data teams that need on-premise data handling, including those with compliance or data exposure concerns.
Financial Health
StrongStrong · Growing · 0% CAGR over 2y
Location
Converse360 Limited
Trajectory
5y · 2022–NowFinancial sub-scores
Computed from 5 filingsDevelops a no‑code platform for building and managing AI-powered customer service assistants, including voice and chatbots for websites, messaging and telephony. Tools handle enquiries, answer…
Sells to small and mid-sized businesses and public sector organisations with customer service, contact centre, bookings or enquiry-handling needs, including social housing, residential lettings,…
Financial Health
WeakWeak · Hiring · 3% CAGR over 4y
Location
Commvault
Develops data management and cyber resilience software that protects, backs up and recovers enterprise data across cloud, SaaS, hybrid and on‑premises systems, including tools for ransomware…
Serves large enterprises and public-sector organisations, especially in government, healthcare, financial services, education and other regulated industries, with buyers including IT, security, data…
Location
Customer Value Engineering Ltd
Trajectory
5y · 2020–NowFinancial sub-scores
Computed from 5 filingsProvides data consultancy services including data strategy and governance, data engineering and platform development, analytics and machine learning, and AI application development, helping…
Serves B2B organisations, including large enterprises in financial services, retail and media technology, such as building societies, national convenience chains and global TV middleware providers.
Financial Health
HealthyHealthy · Hiring · 33% CAGR over 4y
Location
Xerini Limited
Trajectory
3y · 2023–NowFinancial sub-scores
Computed from 3 filingsProvides AI and data consultancy services, developing automation tools and integrating business systems to connect and analyse organisational data. Delivers projects such as workflow automation, data…
Serves mid-to-large organisations with complex legacy systems and data-heavy operations, including infrastructure projects and specialist financial services firms, whose boards and operational teams…
Financial Health
DistressedDistressed · -18% CAGR over 2y
Location
CEGEKA UK LIMITED
Trajectory
2y · 2024–NowFinancial sub-scores
Computed from 2 filingsProvides IT consulting, software development and managed services, including hybrid cloud, data and AI solutions, cybersecurity, digital workplace systems, application development, and Microsoft…
Serves businesses and public-sector organisations, especially finance and insurance firms, government bodies, telecom operators, and enterprises with complex IT, cloud, data, cybersecurity, or…
Financial Health
HealthyHealthy · -12% CAGR over 1y
Location
Open Text
Develops enterprise information management software that manages and secures business data and digital content. Provides tools for content management, B2B data integration, cybersecurity, DevOps,…
Serves enterprise and mid-market organizations, including global companies, buying through IT, data, security, compliance, DevOps, service management, legal/eDiscovery, supply chain and customer…
Location
SIMPPLR LIMITED
Trajectory
3y · 2023–NowFinancial sub-scores
Computed from 3 filingsProvides a cloud-based employee experience platform including intranet, AI-powered search, internal communications tools, and service agents that help organisations share information, manage employee…
Serves enterprise HR, internal communications and IT teams across healthcare, manufacturing, technology/software, professional services, and state, local and education public-sector organisations.
Financial Health
HealthyHealthy · -14% CAGR over 2y
Location
RECENSO SERVICES LIMITED
Trajectory
5y · 2021–NowFinancial sub-scores
Computed from 5 filingsProvides IT consultancy and programme delivery services focused on digital transformation. Offers AI solution development, application modernisation, cloud and data centre architecture, cybersecurity…
Serves large enterprises and regulated-sector organisations in telecoms and media, retail, energy, financial services, infrastructure, investment, TowerCo operations, and estate or asset management.
Financial Health
StrongStrong · Growing, Hiring · 82% CAGR over 4y
Location
Growth Learning Limited
Trajectory
3y · 2023–NowFinancial sub-scores
Computed from 3 filingsDevelops learning technology for workplace training, including a learning management system, mobile learning app and content authoring tool. Software incorporates gamification, social learning,…
Serves B2B learning and development teams, HR leaders and training managers at organisations seeking to engage employee learners, including larger brands managing online learning across distributed…
Financial Health
DistressedDistressed · 0% CAGR over 2y
Location
Netdocuments
Trajectory
5y · 2020–NowFinancial sub-scores
Computed from 5 filingsProvides cloud-based document and email management software for law firms and in-house legal teams. Platform supports document storage, search, collaboration, workflow automation, security controls,…
Serves legal professionals in small, midsize and large law firms, in-house legal departments, and public sector legal teams, including federal, state, local government and higher education…
Financial Health
StrongStrong · Hiring · 22% CAGR over 5y
Location
Fujitsu
Provides IT consulting and technology services including digital transformation, cloud and hybrid IT infrastructure, enterprise applications, cybersecurity, data and AI solutions, and network…
Serves businesses and public sector organisations undergoing digital transformation, especially in manufacturing, mobility and transportation, energy, retail and healthcare; targets enterprise IT,…
Location
NJC LABS LIMITED
Trajectory
5y · 2021–NowFinancial sub-scores
Computed from 5 filingsProvides API integration and digital transformation services, specialising in MuleSoft and Salesforce platforms. Offers API architecture, implementation, migration, training and managed support, plus…
Serves enterprise IT and digital transformation teams using Salesforce and MuleSoft, especially in open banking/finance, education, healthcare and life sciences, manufacturing and retail.
Financial Health
HealthyHealthy · -4% CAGR over 4y
Location
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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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