Machine Learning · ranked by specialist score
Top Machine Learning Companies (Nov 2026)
The top-ranked machine learning companies are HatchWorks AI (36 reviews), Rootstrap (73 reviews), and Cheesecake Labs (70 reviews), as of 7 Nov 2026. They are ranked by specialist score: evidence of the work on their own websites first, then client ratings and reviews. RankGlobal lists 2,168 machine learning companies, 436 of them with published reviews (13,952 in all). Placement cannot be bought.
Who is included
This list covers AI service firms that work in at least one machine learning category: Predictive Analytics, Computer Vision, Natural Language Processing, Recommendation Systems, and MLOps & Infrastructure. Sponsored firms never take a numbered place.
Ranked providers
Machine Learning companies, ranked by specialist score
| Rank | Company | Specialist score | Rating | |
|---|---|---|---|---|
| 1 | HatchWorks AI | 83out of 100: specialisation 44 of 55, client evidence 39 of 45 | 4.9 | 36 |
| 2 | Rootstrap | 83out of 100: specialisation 43 of 55, client evidence 40 of 45 | 4.8 | 73 |
| 3 | Cheesecake Labs | 82out of 100: specialisation 40 of 55, client evidence 42 of 45 | 4.9 | 70 |
| 4 | Enterprise Monkey | 81out of 100: specialisation 38 of 55, client evidence 44 of 45 | 5.0 | 81 |
| 5 | Digis | 80out of 100: specialisation 38 of 55, client evidence 42 of 45 | 4.9 | 121 |
| 6 | Nortal | 80out of 100: specialisation 38 of 55, client evidence 43 of 45 | 5.0 | 43 |
| 7 | Promwad | 80out of 100: specialisation 43 of 55, client evidence 37 of 45 | 4.8 | 23 |
| 8 | ValueCoders | 80out of 100: specialisation 43 of 55, client evidence 36 of 45 | 4.7 | 38 |
| 9 | AE Studio | 78out of 100: specialisation 39 of 55, client evidence 39 of 45 | 5.0 | 25 |
| 10 | Fingent | 78out of 100: specialisation 36 of 55, client evidence 41 of 45 | 4.9 | 77 |
Specialisation (focus on this field, out of 55)Client evidence (reviews and rating, out of 45)
Machine Learning companies
4.936 reviews
HatchWorks is an AI and data transformation partner that helps businesses realize AI value and ROI by delivering AI strategy, data engineering, AI-powered software development, and top AI talent worldwide.
Specialist score 83/100 · separate from the star rating
- Location
- Atlanta, United States
- Team size
- 250-999 employees
- Industries served
- 11 industries
- Budget
- $25K - $75K
4.873 reviews
Its own website shows its strongest capability in AI Agents within LLM Agents & RAG, alongside Large Language Models and Retrieval-Augmented Generation. The industry it describes most is E-commerce & Online Marketplaces.
Specialist score 83/100 · separate from the star rating
- Location
- Victoria, Australia
- Team size
- 180+ employees
- Industries served
- 2 industries
- Budget
- $50K - $150K
4.970 reviews
Cheesecake Labs is a design and software development company that builds digital products for startups and Fortune 500s, specializing in iOS, web applications, and AI integration with a nearshore model.
Specialist score 82/100 · separate from the star rating
- Location
- Florianopolis, Brazil
- Team size
- 50-249 employees
- Industries served
- 14 industries
- Budget
- $50K - $150K
5.081 reviews
Its own website shows its strongest capability in AI Agents within LLM Agents & RAG, alongside Multi-Agent Systems and Generative AI Development. The industry it describes most is Residential Real Estate.
Specialist score 81/100 · separate from the star rating
- Location
- Victoria, Australia
- Team size
- 10-49 employees
- Industries served
- 11 industries
- Budget
- $5K - $15K
4.9121 reviews
Digis is a software development company that provides custom automation and AI solutions, specializing in building high-performance engineering teams for global clients.
Specialist score 80/100 · separate from the star rating
- Location
- Larnaca, Cyprus
- Team size
- 50-249 employees
- Industries served
- 15 industries
- Budget
- $5K - $15K
5.043 reviews
Nortal is a global digital transformation consultancy that creates meaningful impact for societies and businesses through smart transformation and elimination of costly friction.
Specialist score 80/100 · separate from the star rating
- Location
- Tallinn, Estonia
- Team size
- 1000-9999 employees
- Industries served
- 16 industries
- Budget
- Not disclosed
4.823 reviews
Promwad is an electronics design and software development company providing powerful engineering solutions for broadcasting, media, automotive, transportation, and industrial automation, focusing on complex embedded projects and global product innovation.
Specialist score 80/100 · separate from the star rating
- Location
- Geldern, Germany
- Team size
- 50-249 employees
- Industries served
- 19 industries
- Budget
- Not disclosed
4.738 reviews
From agile MVPs to enterprise-grade platforms, ValueCoders designs, develops, and maintains future-ready software that delivers results on time and budget, helping startups and enterprises scale quickly with dedicated expert teams.
Specialist score 80/100 · separate from the star rating
- Location
- Gurugram, India
- Team size
- 250-999 employees
- Industries served
- 17 industries
- Budget
- $5K - $15K
5.025 reviews
AE Studio is a product development, data science, and design agency that builds custom AI solutions, MVPs, and brain-computer interface technologies to help founders and enterprises accelerate innovation.
Specialist score 78/100 · separate from the star rating
- Location
- Marina Del Rey, United States
- Team size
- 50-249 employees
- Industries served
- 7 industries
- Budget
- $25K - $75K
4.977 reviews
Fingent is an award-winning custom software developer specializing in AI-driven enterprise applications. They deliver secure, scalable solutions including intelligent automation, ERP integrations, and extended reality for global clients.
Specialist score 78/100 · separate from the star rating
- Location
- New York, United States
- Team size
- 250-999 employees
- Industries served
- 25 industries
- Budget
- $25K - $75K
5.050 reviews
Devox Software is a development partner that integrates AI and IoT into core solutions, utilizing an AI Solution Accelerator to automate planning, coding, and testing for faster delivery.
Specialist score 77/100 · separate from the star rating
- Location
- Miami, United States
- Team size
- 50-249 employees
- Industries served
- 21 industries
- Budget
- $50K - $150K
5.082 reviews
Its own website shows its strongest capability in Vector Databases within LLM Agents & RAG, alongside Semantic Search and Fine-Tuning & Adaptation. The industry it describes most is Real Estate Technology (PropTech).
Specialist score 77/100 · separate from the star rating
- Location
- Austin, United States
- Team size
- 12+ employees
- Industries served
- 10 industries
- Budget
- $5K - $15K
5.075 reviews
Singapore-headquartered IT consulting and development powerhouse driving growth for over two hundred fifty companies worldwide, delivering custom software, mobile apps, RPA, and AI solutions across various sectors.
Specialist score 77/100 · separate from the star rating
- Location
- Singapore
- Team size
- 50-249 employees
- Industries served
- 10 industries
- Budget
- $5K - $15K
4.818 reviews
Revelry is an AI-fueled custom software solutions company that provides best-in-class software development and AI implementation through a collaborative Lean Agile process, helping businesses de-risk development and leverage AI.
Specialist score 77/100 · separate from the star rating
- Location
- New Orleans, United States
- Team size
- 38+ employees
- Industries served
- 7 industries
- Budget
- $100K+
5.0224 reviews
Inoxoft is a custom software development company providing full-cycle engineering services, including AI/ML solutions, web and mobile development, and data analytics for startups and enterprises globally.
Specialist score 76/100 · separate from the star rating
- Location
- Lviv, Ukraine
- Team size
- 50-249 employees
- Industries served
- 18 industries
- Budget
- $25K - $75K
5.022 reviews
Its own website shows its strongest capability in Large Language Models within LLM Agents & RAG, alongside Retrieval-Augmented Generation and Multi-Agent Systems. The industry it describes most is HealthTech Platforms.
Specialist score 76/100 · separate from the star rating
- Location
- Not disclosed
- Team size
- Not disclosed
- Industries served
- 4 industries
- Budget
- Not disclosed
5.051 reviews
MindSea partners with health-tech leaders to design and develop mobile and web applications that empower healthier lives, leveraging proprietary technologies like motion-recognition to deliver impactful, regulated healthcare and wellness solutions.
Specialist score 76/100 · separate from the star rating
- Location
- Halifax, Canada
- Team size
- 10-49 employees
- Industries served
- 10 industries
- Budget
- $10K - $50K
4.8107 reviews
Yalantis provides compliant software, hardware, and AI services, specializing in end-to-end IoT product development and AI-enabled solutions for healthcare and industrial sectors.
Specialist score 76/100 · separate from the star rating
- Location
- Warsaw, Poland
- Team size
- 250-999 employees
- Industries served
- 21 industries
- Budget
- $50K - $150K
4.936 reviews
Iomico is an IoT engineering firm providing complete development services from electronics to cloud applications, focusing on cutting-edge hardware design, edge computing, and AI-integrated industrial IoT solutions.
Specialist score 76/100 · separate from the star rating
- Location
- Warsaw, Poland
- Team size
- 10-49 employees
- Industries served
- 31 industries
- Budget
- $50K - $150K
4.9131 reviews
GeekyAnts is a product development studio with an AI-driven, customer-centric approach, specializing in generative AI integration, enterprise modernization, and building scalable digital architectures.
Specialist score 76/100 · separate from the star rating
- Location
- Bangalore, India
- Team size
- 250-999 employees
- Industries served
- 25 industries
- Budget
- $10K - $50K
Services
Machine Learning companies by service
- Predictive Analytics1,395 of these firms
- Computer Vision
- Natural Language Processing
- Recommendation Systems
- MLOps & Infrastructure1,352 of these firms