Top Machine Learning Companies in the United Kingdom
From London’s fintech corridors and media giants to Cambridge and Oxford’s world-class labs and Edinburgh’s informatics powerhouse, the U.K. is a global hub for applied AI. On Clutch, you’ll find Machine Learning Companies in the United Kingdom that deliver everything from MLOps and enterprise AI solutions to custom model development, data science, and AI consulting.
Every provider is profiled with verified client reviews, case studies, service focus, pricing signals, and industry expertise so you can shortlist confidently. Use filters to narrow by budget, location, tech stack, industry, and company size. Start with the nationwide list, then explore leading hubs like or industry-specific markets:
• Top Machine Learning Companies
• Machine Learning Companies in London
• Machine Learning Companies in Manchester
15 Leaders 15 Contenders
627 Companies
List of the Top United Kingdom Machine Learning Consultants
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$25,000+$25 - $49 / hr1,000 - 9,999Serves United KingdomServices provided
20% AI Development20% Cloud Consulting & SI10% CRM Consulting and SI +510% Custom Software Development10% E-Commerce Development10% ERP Consulting and SI10% Enterprise App Modernization10% Mobile App DevelopmentFocus Areas
25% Machine Learning25% Chatbots & Conversational AI15% AI Recommendation Systems +315% Computer Vision10% Natural Language Processing10% Voice and Speech RecognitionSee all 86 projectsSimform is a versatile software development company known for its expertise in custom software development, mobile app creation, and system integration. Reviews indicate a high level of client satisfaction with 90% of feedback highlighting their strong communication, technical proficiency, and alignment with client values. Clients appreciate Simform's long-term strategic approach and ability to adapt to evolving project needs.
0 of 1 Machine Learning reviews is 5 starsUnknown avg. project costMachine Learning Experience
Simform demonstrates strong expertise in Machine Learning, particularly in healthcare applications, as evidenced by positive feedback from 85% of clients. Reviewers praise their flexibility, agile methodology, and timely project delivery. Notably, their work on biomarker scanning and AI-driven virtual assistants showcases significant impact on patient care. However, a minority (15%) suggest improvements in thoroughness of research and competitive analysis. Overall, the sentiment is highly favorable, reflecting a solid fit for innovative healthcare projects.
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Industry Experience
Simform has demonstrated strong expertise across various industries, including Education, Hospitality, Information Technology, Business Services, Healthcare, and eCommerce. Feedback highlights their commitment to quality, timely delivery, and effective communication. Clients appreciate their ability to adapt to project needs and integrate seamlessly with existing teams. Overall sentiment is positive, with notable strengths in project management and technical skills, making Simform a suitable partner for organizations seeking reliable development and support in these sectors.
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Utilities eCommerce Logistics & Supply Chain Wellness & Fitness Agriculture Human Resources Media Other industries Consulting Construction Legal Gaming Food & Beverages Other Industry Consumer Products Arts, entertainment & music Education Real estate Nonprofit Financial services Fitness Software Business services Information technology Hospitality & leisure Advertising & marketing IT Services HealthcareWas this helpful?
Average Project Cost Breakdown
Read All ReviewsWhat Clients Have Said
Clients have consistently noted Simform's excellent value for money, citing their competitive pricing and the quality of deliverables. One client highlighted that Simform's pricing fit their budget while delivering high-quality work, stating, "we've found that we've been able to get excellent quality and support at an incredibly low cost." Overall, the sentiment toward Simform's cost-effectiveness is positive, with many clients appreciating the balance between cost and quality of service.Was this helpful?
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UndisclosedUndisclosedFreelancerLondon, England
Services provided
20% Digital Strategy20% Market Research15% Business Consulting +610% AI Consulting10% Corporate Training & Coaching10% Product Marketing5% BI & Big Data Consulting & SI5% Product Design5% UX/UI DesignFocus Areas
30% Machine Learning50% Chatbots & Conversational AI20% Natural Language ProcessingToday Consultancy Ltd, a Market Research company, was established in 2023. The team focuses on Market Research and Digital Strategy.
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UndisclosedUndisclosed50 - 249London, England
Services provided
20% Cybersecurity20% ERP Consulting and SI20% IT Strategy Consulting +410% AI Development10% BI & Big Data Consulting & SI10% IT Managed Services10% Microservices Architecture ServicesFocus Areas
50% Machine Learning50% Natural Language ProcessingAzeemi Technologies, a midsize IT strategy consulting company, is based in New York, New York and London, England. Their services include IT strategy consulting and ERP consulting and SI.
Read moreSee All Locations (2)London, England
16 – 18 Monument Street
London, England EC3R 8AJ2 - 5
+44 20 3873 7750
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UndisclosedUndisclosed10 - 49London, England
Services provided
60% BI & Big Data Consulting & SI20% AI Development20% IT Strategy ConsultingFocus Areas
50% Machine Learning50% Computer VisionEstablished in 2020, BEDROCK is a big data analytics company. The small team provides BI & big data consulting & SI and IT strategy consulting.
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UndisclosedUndisclosed10 - 49London, England
Services provided
70% AI Development30% CybersecurityFocus Areas
10% Machine Learning100% Cognitive Computing10% Natural Language ProcessingAimBrain is an AI company. Established in 2014, the firm is in London, England. Their services include Artificial Intelligence and Cybersecurity.
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UndisclosedUndisclosed10 - 49London, England
Services provided
60% AI Development20% Cybersecurity20% UX/UI DesignFocus Areas
10% Machine Learning100% Cognitive Computing10% Natural Language ProcessingReckon Digital is an artificial intelligence company. The London, England-based firm offers Artificial Intelligence and UX/UI Design.
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UndisclosedUndisclosed2 - 9London, England
Services provided
35% Cloud Consulting & SI30% AI Development25% Business Consulting +110% Financial ConsultingFocus Areas
50% Machine Learning50% RoboticsWoodhurst is a cloud consulting & SI company. Founded in 2019, the team offers cloud consulting & SI and Artificial Intelligence. The company is located in London, England.
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UndisclosedUndisclosed2 - 9Manchester, England
Services provided
60% AI Development40% UX/UI DesignFocus Areas
20% Machine Learning20% Computer Vision20% Natural Language Processing +220% Robotics20% Voice and Speech RecognitionSingular Recruitment is a Manchester, England-based AI development company. Launched in 2018, the team focuses on Artificial Intelligence and UX/UI Design.
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$1,000+$25 - $49 / hrFreelancerPlymouth, England
Services provided
20% E-Commerce Development15% AI Development15% Web Development +710% Blockchain10% Low/No Code Development10% Mobile App Development5% Cybersecurity5% Enterprise App Modernization5% IT Strategy Consulting5% Wearable App DevelopmentFocus Areas
10% Machine Learning70% Chatbots & Conversational AI10% Cognitive Computing +110% Natural Language ProcessingEstablished in 2022, DarkGenetics, a small web development company, is located in Plymouth, England. Their services include Web Development and E-Commerce Development.
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UndisclosedUndisclosed2 - 9Edinburgh, Scotland
Services provided
50% AI Development20% IT Managed Services10% Custom Software Development +210% Low/No Code Development10% Web DesignFocus Areas
20% Machine Learning30% Chatbots & Conversational AI30% Robotics +120% Cognitive ComputingWinterwell Associates is an AI company established in 2008. Their team specializes in Artificial Intelligence and IT managed services.
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UndisclosedUndisclosed2 - 9London, England
Services provided
20% AI Development20% Application Testing20% Cybersecurity +220% DevOps Managed Services20% Robotics Process AutomationFocus Areas
50% Machine Learning50% RoboticsLocated in London, England, TestPro Consulting Ltd is a small Cybersecurity company. Their services include Cybersecurity and Artificial Intelligence.
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UndisclosedUndisclosed2 - 9West Sussex, England, England
Services provided
50% Blockchain30% Digital Asset Management20% AI DevelopmentFocus Areas
50% Machine Learning50% RoboticsTagus Capital LLP is a Blockchain company. Founded in 2021, the team provides Blockchain and Digital Asset Management.
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UndisclosedUndisclosed10 - 49London, England
Services provided
50% AI Development50% Business ConsultingFocus Areas
10% Machine Learning100% Cognitive Computing20% Natural Language ProcessingCognitiv+ is a London, England-based artificial intelligence company and Business Consulting company. The team focuses on Artificial Intelligence and Business Consulting.
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UndisclosedUndisclosed10 - 49Hertfordshire, England, England
Services provided
20% AI Development20% Application Testing20% BI & Big Data Consulting & SI +320% Custom Software Development10% Cloud Consulting & SI10% Web DesignFocus Areas
40% Machine Learning30% Computer Vision30% RoboticsIOCO UK | iOCO Solutions Limited is a big data company founded in 2008. Located in Hertfordshire, England, England, the team offers BI & big data consulting & SI and cloud consulting & SI.
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UndisclosedUndisclosed10 - 49London, England
Services provided
20% Web Development10% AI Consulting10% AI Development +610% Custom Software Development10% Digital Strategy10% IT Strategy Consulting10% Mobile App Development10% Search Engine Optimization10% UX/UI DesignFocus Areas
40% Machine Learning30% Chatbots & Conversational AI30% Natural Language ProcessingWeb development firm Dotpot iT is in London, England. The team provides Web Development and Digital Strategy.
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UndisclosedUndisclosed10 - 49Manchester, England
Services provided
25% AI Development25% Digital Strategy25% Social Media Marketing +125% Web DevelopmentFocus Areas
30% Machine Learning100% Chatbots & Conversational AI40% Natural Language Processing +210% Cognitive Computing10% RoboticsWinsoc digital is an AI development company launched in 2017. Headquartered in Manchester, England, the team focuses on Artificial Intelligence and Digital Strategy.
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UndisclosedUndisclosed2 - 9Warrington, England
Services provided
20% BI & Big Data Consulting & SI20% Cloud Consulting & SI20% Robotics Process Automation +410% AI Development10% Corporate Training & Coaching10% IT Strategy Consulting10% Market ResearchFocus Areas
50% Machine Learning50% Computer VisionSolvexis Consulting Pvt Ltd is a data analytics company founded in 2012. The team offers BI & big data consulting & SI and cloud consulting & SI.
Read moreSee All Locations (2)Warrington, England
320 Firecrest Court Centre Park
Warrington, England WA1 1RG1
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UndisclosedUndisclosed2 - 9City of London, England
Services provided
10% AI Development10% Advertising10% Application Testing +710% Custom Software Development10% Cybersecurity10% Digital Engineering10% IT Managed Services10% IoT Development10% Recruiting10% StaffingFocus Areas
50% Machine Learning50% RoboticsHexwired Recruitment, an Advertising company, is located in City of London, England. They focus on Advertising and Cybersecurity and were launched in 2020.
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UndisclosedUndisclosed2 - 9City of London, England
Services provided
10% AI Consulting10% AI Development10% CRM Consulting and SI +710% Cloud Consulting & SI10% Custom Software Development10% Customer Service Outsourcing10% ECM Consulting and SI10% ERP Consulting and SI10% IT Managed Services10% Web DesignFocus Areas
40% Machine Learning30% Computer Vision30% Natural Language ProcessingDocstack is a small artificial intelligence firm based in City of London, England. The team specializes in Artificial Intelligence and cloud consulting & SI.
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UndisclosedUndisclosed2 - 9Manchester, England
Services provided
30% AI Development30% IoT Development20% Engineering +120% Robotics Process AutomationFocus Areas
30% Machine Learning40% Robotics30% Computer VisionFounded in 2023, Mave Innovations is a small IoT development company. Their services include IoT development and Artificial Intelligence.
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UndisclosedUndisclosed10 - 49Edinburgh, Scotland
Services provided
40% BI & Big Data Consulting & SI30% AI Development10% Application Management & Support +210% Application Testing10% Low/No Code DevelopmentFocus Areas
20% Machine Learning30% Cognitive Computing30% Robotics +120% Chatbots & Conversational AIBrainnwave is a big data company. Established in 2014, their team offers BI & big data consulting & SI and Artificial Intelligence.
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$5,000+$50 - $99 / hr50 - 249London, England
Services provided
15% AI Development15% AR/VR Development10% BI & Big Data Consulting & SI +710% Cloud Consulting & SI10% Custom Software Development10% Low/No Code Development10% Mobile App Development10% Web Development5% Digital Strategy5% IoT DevelopmentFocus Areas
25% Machine Learning25% Chatbots & Conversational AI25% Natural Language Processing +215% Cognitive Computing10% Voice and Speech RecognitionSee all 1 projectsAeliusventures offers a wide range of services including web development, mobile application development, software solutions, and IT security enhancements. The overall feedback highlights their excellent project management, attention to detail, and ability to deliver customized, high-quality solutions on time and within budget. Clients consistently commend their professionalism, creativity, and effective communication, making Aeliusventures a highly recommended partner.
See All Locations (3)London, England
71-75 Shelton Street, Covent Garden, London, United Kingdom,
London, England WC2H 9JQ10 - 15
+447404289711
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UndisclosedUndisclosed2 - 9London, England
Services provided
20% Blockchain20% Cybersecurity20% IT Managed Services +320% IT Staff Augmentation10% AI Consulting10% IT Strategy ConsultingFocus Areas
40% Machine Learning20% Chatbots & Conversational AI20% Computer Vision +120% Natural Language ProcessingKiktronik Limited is a small London, England-based Cybersecurity company. Their services include Cybersecurity and IT managed services.
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UndisclosedUndisclosed2 - 9London, England
Services provided
20% AI Development20% Business Consulting20% Executive Search +320% Robotics Process Automation10% Blockchain10% Cloud Consulting & SIFocus Areas
25% Machine Learning25% Chatbots & Conversational AI25% Cognitive Computing +125% Computer VisionIntelix.AI is an artificial intelligence development company. Located in London, England, the team focuses on Artificial Intelligence and Business Consulting.
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UndisclosedUndisclosed2 - 9Edinburgh, Scotland
Services provided
50% Custom Software Development20% AI Development10% IT Managed Services +210% Low/No Code Development10% Web DesignFocus Areas
20% Machine Learning60% Cognitive Computing20% RoboticsSoftware development firm Allatus was established in 2011. The team provides Custom Software Development and Artificial Intelligence.
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UndisclosedUndisclosed2 - 9Edinburgh, Scotland
Services provided
30% Web Development20% AI Development20% Custom Software Development +310% BI & Big Data Consulting & SI10% IT Managed Services10% Low/No Code DevelopmentFocus Areas
20% Machine Learning20% Chatbots & Conversational AI20% Cognitive Computing +220% Natural Language Processing20% RoboticsLocated in Edinburgh, Scotland, Wallscope is a website development company. They specialize in Web Development and BI & big data consulting & SI and were launched in 2014.
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UndisclosedUndisclosed10 - 49London, England
Services provided
10% AI Development90% OtherFocus Areas
20% Machine Learning100% Chatbots & Conversational AI20% Cognitive Computing +220% Natural Language Processing20% RoboticsAI firm Rainbird Technologies was founded in 2013. The firm focuses on Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed10 - 49London, England
Services provided
10% AI Development90% OtherFocus Areas
20% Machine Learning100% Chatbots & Conversational AI20% Cognitive Computing +220% Natural Language Processing20% RoboticsThe Bot Platform is an artificial intelligence development company. Established in 2016, the team focuses on Artificial Intelligence and AI Consulting. The company is in London, England.
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Ability to Deliver considers three criteria:
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List of the Top 15 United Kingdom Machine Learning Consultants
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$50,000+$50 - $99 / hr250 - 999London, England
Ability to deliver
37.9/40.018.6/20 Reviews10/10 Clients & Experience9.3/10 Market PresenceService focus
50% AI Development45% Machine Learning50% Other -
$1,000+$25 - $49 / hr1,000 - 9,999London, England
Ability to deliver
38.6/40.019.2/20 Reviews9.6/10 Clients & Experience9.8/10 Market PresenceService focus
35% AI Development25% Machine Learning65% Other -
$50,000+$50 - $99 / hr250 - 999London, England
Ability to deliver
39/40.019.2/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
75% AI Development30% Machine Learning25% Other -
$100,000+$50 - $99 / hr1,000 - 9,999London, England
Ability to deliver
36.3/40.016.4/20 Reviews10/10 Clients & Experience9.9/10 Market PresenceService focus
31% AI Development35% Machine Learning69% Other -
$10,000+$50 - $99 / hr50 - 249Manchester, England
Ability to deliver
37.8/40.018/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
80% AI Development40% Machine Learning20% Other -
$50,000+$25 - $49 / hr1,000 - 9,999London, England
Ability to deliver
36.8/40.017/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
15% AI Development40% Machine Learning85% Other -
$50,000+$50 - $99 / hr1,000 - 9,999London, England
Ability to deliver
34.8/40.017.6/20 Reviews9.7/10 Clients & Experience7.5/10 Market PresenceService focus
35% AI Development35% Machine Learning65% Other -
$25,000+$50 - $99 / hr250 - 999London, England
Ability to deliver
39.1/40.019.2/20 Reviews10/10 Clients & Experience9.9/10 Market PresenceService focus
20% AI Development30% Machine Learning80% Other -
$50,000+$50 - $99 / hr250 - 999London, England
Ability to deliver
36.8/40.016.8/20 Reviews10/10 Clients & Experience10/10 Market PresenceService focus
30% AI Development35% Machine Learning70% Other -
$25,000+$25 - $49 / hr1,000 - 9,999London, England
Ability to deliver
36.6/40.016.8/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
15% AI Development50% Machine Learning85% Other -
$25,000+$25 - $49 / hr250 - 999London, England
Ability to deliver
40/40.020/20 Reviews10/10 Clients & Experience10/10 Market PresenceService focus
45% AI Development10% Machine Learning55% Other -
$50,000+$25 - $49 / hr250 - 999London , England
Ability to deliver
36.5/40.016.6/20 Reviews10/10 Clients & Experience9.9/10 Market PresenceService focus
50% AI Development30% Machine Learning50% Other -
$50,000+$50 - $99 / hr1,000 - 9,999London, England
Ability to deliver
39.8/40.020/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
10% AI Development20% Machine Learning90% Other -
$50,000+$25 - $49 / hr1,000 - 9,999London, England
Ability to deliver
36.6/40.016.8/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
20% AI Development25% Machine Learning80% Other -
$10,000+Undisclosed50 - 249Coventry , England
Ability to deliver
35.9/40.016.4/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
25% AI Development100% Machine Learning75% Other -
$50,000+$50 - $99 / hr1,000 - 9,999London, England
Ability to deliver
39.3/40.020/20 Reviews10/10 Clients & Experience9.3/10 Market PresenceService focus
10% AI Development20% Machine Learning90% Other -
$10,000+$25 - $49 / hr250 - 999London, England
Ability to deliver
39.1/40.019.4/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
15% AI Development25% Machine Learning85% Other -
$5,000+$25 - $49 / hr250 - 999London, England
Ability to deliver
39.8/40.020/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
20% AI Development15% Machine Learning80% Other -
$75,000+$50 - $99 / hr1,000 - 9,999London, England
Ability to deliver
35.1/40.016/20 Reviews9.8/10 Clients & Experience9.2/10 Market PresenceService focus
20% AI Development30% Machine Learning80% Other -
$10,000+< $25 / hr50 - 249London, England
Ability to deliver
40/40.020/20 Reviews10/10 Clients & Experience10/10 Market PresenceService focus
35% AI Development15% Machine Learning65% Other -
$25,000+$150 - $199 / hr10 - 49London, England
Ability to deliver
32.9/40.015.8/20 Reviews7.4/10 Clients & Experience9.7/10 Market PresenceService focus
90% AI Development100% Machine Learning10% Other -
$25,000+$50 - $99 / hr1,000 - 9,999London, England
Ability to deliver
35.8/40.015.8/20 Reviews10/10 Clients & Experience10/10 Market PresenceService focus
10% AI Development42% Machine Learning90% Other -
$10,000+$50 - $99 / hr50 - 249London, England
Ability to deliver
38.3/40.018.8/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
45% AI Development20% Machine Learning55% Other -
$25,000+< $25 / hr1,000 - 9,999London, England
Ability to deliver
37.6/40.017.8/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
10% AI Development25% Machine Learning90% Other -
$10,000+$25 - $49 / hr250 - 999London, England
Ability to deliver
39.9/40.020/20 Reviews10/10 Clients & Experience9.9/10 Market PresenceService focus
20% AI Development10% Machine Learning80% Other -
$5,000+$50 - $99 / hr50 - 249London, England
Ability to deliver
38.3/40.018.6/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
45% AI Development15% Machine Learning55% Other -
$10,000+$25 - $49 / hr50 - 249Kingston upon Thames, England
Ability to deliver
38.3/40.019.6/20 Reviews10/10 Clients & Experience8.7/10 Market PresenceService focus
35% AI Development25% Machine Learning65% Other -
$100,000+$50 - $99 / hr1,000 - 9,999London , England
Ability to deliver
34/40.015.8/20 Reviews10/10 Clients & Experience8.2/10 Market PresenceService focus
15% AI Development65% Machine Learning85% Other -
$25,000+$25 - $49 / hr50 - 249Rickmansworth, England
Ability to deliver
38.5/40.018.8/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
10% AI Development45% Machine Learning90% Other -
$5,000+$50 - $99 / hr250 - 999Manchester, England
Ability to deliver
39.4/40.020/20 Reviews10/10 Clients & Experience9.4/10 Market PresenceService focus
20% AI Development10% Machine Learning80% Other
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U.K. Machine Learning FAQs
A U.K. partner brings proximity to leading research, deep domain strength in finance, healthcare, media, and advanced manufacturing, and access to talent concentrated in London, Cambridge, Edinburgh, Manchester, and Bristol. Local firms also navigate U.K. GDPR, ICO guidance, and sector regulations (e.g., FCA in financial services; NHS data standards) with ease.
If your team operates on U.K. time, you’ll also benefit from real-time collaboration, on-site discovery workshops, and smoother stakeholder engagement.
Pricing varies thanks to factors like scope, industry, and seniority. Most Clutch-listed machine learning companies from the United Kingdom charge:
- Discovery and strategy: £10,000 – £40,000 for assessments, roadmaps, and data audits
- Proof of concept (8–12 weeks): £30,000 – £120,000 depending on complexity and data readiness
- Production-grade AI/ML solution: £80,000 – £350,000+ for end-to-end delivery
- Hourly rates: £90 – £180 for senior U.K. data scientists/ML engineers; boutique consultancies often price at £800 – £1,400 per day per consultant
Moreover, rates for London-based teams trend toward the higher end, while regional hubs can be more cost-effective. Retainers for ongoing MLOps and model monitoring typically start around £6,000 – £20,000 per month.
U.K. data science firms support a vast array of sectors and niches, including:
- Financial services and fintech (fraud detection, risk models, pricing, AML)
- Healthcare and life sciences (medical imaging, clinical NLP, triage, RWE analytics)
- Retail and e-commerce (recommendations, demand forecasting, personalization)
- Media and gaming (content tagging, ad optimization, player analytics)
- Manufacturing, energy, and automotive (predictive maintenance, quality, digital twins)
- Public sector and education (service optimization, forecasting, citizen experience)
Expect strong domain depth in sectors clustered around London (finance, media), Cambridge/Oxford (biotech, deep tech), and the Midlands/North (industrial and advanced manufacturing).
- Validate fit — Look for relevant case studies in your industry and problem type.
- Assess data maturity support — Can they handle data engineering, architecture, and governance, not just modeling?
- Check MLOps — Ask about CI/CD for ML, model monitoring, drift detection, lineage, and rollback.
- Compliance and security — U.K. GDPR readiness, DPIAs, ISO 27001, Cyber Essentials Plus, and cloud security guardrails.
- Team and tech — Seek certified expertise across AWS, Azure, or GCP; evaluate seniority mix and responsible AI practices.
Shortlist agencies on Clutch with transparent scopes, crisp milestones, and access to senior practitioners—not just sales promises.
- Guaranteed results or unrealistic accuracy claims without a data assessment
- No referenceable clients, thin case studies, or vanity metrics only
- Black-box delivery with limited code access or unclear IP and data ownership
- Weak MLOps (no monitoring, governance, or rollback plans)
- No Responsible AI policy or inability to discuss bias, explainability, or model risk management
- One-size-fits-all models; push proprietary lock-in without clear value
- Poor documentation, limited U.K. time-zone overlap, or reluctance to run a pilot
Identifying and avoiding these red flags early saves you unnecessary headaches, miscommunication, and mishaps. Make sure you do your due diligence thoroughly when assessing potential partners.
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