Top Machine Learning Development Companies

Oxagile vs EPAM Systems: full comparison for 2026

Last updated: July 2026

Quick verdict

Oxagile (4.2/5) edges ahead of EPAM Systems (3.8/5) overall. Oxagile is the better choice for enterprises in healthcare, media, or retail seeking cost-effective ML development with Eastern European engineering quality. EPAM Systems is the stronger option for global enterprises building complex, software-heavy AI products that require governance, scalability, and a large-team delivery organisation. The right choice depends on your project size, budget, and required tech stack.

Oxagile vs EPAM Systems: head-to-head summary

Criterion Oxagile EPAM Systems
Founded 2005 1993
HQ Minsk, Belarus Newtown, PA
Team size 250–999 50,000+
Rating 4.2 / 5 3.8 / 5
Best for Enterprises in healthcare, media, or retail seeking cost-effective ML development with Eastern European engineering quality Global enterprises building complex, software-heavy AI products that require governance, scalability, and a large-team delivery organisation
Pricing model Fixed project, T&M, dedicated team Dedicated team, T&M
Min. engagement $20K ~$200K+
Primary tech stack Python, TensorFlow, OpenCV Python, TensorFlow, PyTorch
Industries served Healthcare & Life Sciences, Media & Entertainment, Financial Services, Manufacturing & Industrial, Retail & E-commerce Financial Services, Healthcare & Life Sciences, Manufacturing & Industrial, Media & Entertainment, Retail & E-commerce

Oxagile vs EPAM Systems: overview

Oxagile

Oxagile is a software and AI development company founded in 2005 and headquartered in Minsk, Belarus, with 250–999 employees. The firm offers AI software development services with a focus on data-driven solutions for digital transformation. Oxagile is recognised for connected care AI in healthcare, computer vision in media and retail, and custom ML systems for enterprise clients across multiple verticals.

EPAM Systems

EPAM Systems is a global software engineering and IT services company founded in 1993 and headquartered in Newtown, PA, with 50,000+ professionals. The firm offers AI-native engineering services with a focus on scaling ML, generative AI, and agentic systems across large enterprises with strict governance requirements. EPAM is a powerhouse for building complex, software-heavy AI products from scratch, though it comes at a premium price point.

Services and capabilities: Oxagile vs EPAM Systems

Capability Oxagile EPAM Systems
Custom ML development
Computer vision
NLP & LLMs
MLOps & deployment
Generative AI
Staff augmentation

Tech stack comparison: Oxagile vs EPAM Systems

Framework / platform Oxagile EPAM Systems
TensorFlow
PyTorch N/A
AWS SageMaker N/A N/A
Azure ML N/A N/A
Vertex AI N/A N/A
Scikit-learn N/A
Hugging Face N/A N/A
Apache Spark N/A
Kubernetes N/A
MLflow N/A N/A

Pricing comparison: Oxagile vs EPAM Systems

Criterion Oxagile EPAM Systems
Minimum engagement $20K ~$200K+
Engagement models Fixed project, Time & materials, Dedicated team Dedicated team, Time & materials
Rate transparency Minimum disclosed Minimum disclosed
Price tier Accessible Enterprise

Target audience comparison: Oxagile vs EPAM Systems

Dimension Oxagile EPAM Systems
Best company size Startup to mid-market Startup to mid-market
Best industries Healthcare & Life Sciences, Media & Entertainment, Financial Services Financial Services, Healthcare & Life Sciences, Manufacturing & Industrial
Best use cases Connected care AI for remote patient monitoring and telemedicine platform, Computer vision content moderation system for media streaming service Global AI transformation programme for Fortune 100 enterprise with multi-year delivery scope, Enterprise GenAI platform with strict governance and compliance for regulated financial institution
Typical project type Fixed project Dedicated team

Oxagile vs EPAM Systems: pros and cons

Oxagile
+ Competitive rates — 40–60% lower than US equivalents at comparable engineering quality
+ Connected care and healthcare imaging AI track record with PACS integration experience
+ Lower $20K minimum makes specialist ML accessible for budget-conscious projects
+ Computer vision depth in both media and industrial inspection use cases
+ Flexible three-model engagement covers fixed scope through long-term dedicated teams
- Belarus-based delivery carries geopolitical risk and potential regulatory complications for some enterprises
- Less generative AI and LLM depth than firms with more recent AI-native practices
- Brand visibility lower than US-headquartered peers in North American procurement processes
EPAM Systems
+ 50,000+ professionals — unmatched delivery scale for global multi-stream AI programmes
+ AI-native engineering practice purpose-built for scaling ML, GenAI, and agentic systems
+ Strict governance and compliance frameworks for regulated enterprise AI delivery
+ Full-stack capability from hardware infrastructure through ML models to frontend AI products
+ Strong US and Eastern European delivery mix for cost-performance balance at enterprise scale
- ~$200K+ minimum makes EPAM inaccessible for all but the largest enterprise budgets
- Large-firm overhead — procurement, contracting, and ramp-up timelines are significantly longer than boutiques
- Generalist breadth means less niche ML depth than boutiques in specific domains like healthcare imaging or time-series

Who should choose Oxagile?

Oxagile is the right choice for enterprises in healthcare, media, or retail seeking cost-effective ML development with Eastern European engineering quality.

Strong connected-care and healthcare AI track record combined with 40–60% cost advantage versus US equivalents. Minimum engagement starts at $20K. Works best with clients in Healthcare & Life Sciences, Media & Entertainment, Financial Services, Manufacturing & Industrial, Retail & E-commerce.

Who should choose EPAM Systems?

EPAM Systems is the right choice for global enterprises building complex, software-heavy AI products that require governance, scalability, and a large-team delivery organisation.

AI-native engineering practice at 50,000-person scale — the broadest talent pool and delivery capacity of any firm on this list. Minimum engagement starts at ~$200K+. Works best with clients in Financial Services, Healthcare & Life Sciences, Manufacturing & Industrial, Media & Entertainment, Retail & E-commerce.

Decision matrix: Oxagile vs EPAM Systems

Your situation Recommended choice
You need full-ownership delivery on a defined project scope Oxagile
You need a large dedicated team for an ongoing programme Oxagile
Your budget is at the lower end Oxagile
You need specialist depth in a specific vertical Oxagile
You need staff augmentation or team extension EPAM Systems
You need consulting before committing to a build Both may offer discovery engagements

Use case fit: Oxagile vs EPAM Systems

Use case Oxagile fit EPAM Systems fit Winner
Connected care AI for remote patient monitoring and telemedicine platform Strong Limited Oxagile
Computer vision content moderation system for media streaming service Strong Limited Oxagile
Global AI transformation programme for Fortune 100 enterprise with multi-year delivery scope Limited Strong EPAM Systems
Enterprise GenAI platform with strict governance and compliance for regulated financial institution Limited Strong EPAM Systems
Fixed-price build Limited Limited Both equally
Staff augmentation Limited Limited Both equally

Verdict: Oxagile vs EPAM Systems

Oxagile (4.2/5) is the stronger overall choice for most Machine Learning Development projects. Strong connected-care and healthcare AI track record combined with 40–60% cost advantage versus US equivalents. It is best for enterprises in healthcare, media, or retail seeking cost-effective ML development with Eastern European engineering quality.

EPAM Systems (3.8/5) is the better choice when global enterprises building complex, software-heavy AI products that require governance, scalability, and a large-team delivery organisation. If your situation matches those criteria, EPAM Systems is a competitive option.

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Oxagile vs EPAM Systems FAQ

Is Oxagile better than EPAM Systems?

Oxagile (4.2/5) scores higher overall, but "better" depends on your use case. Oxagile is better for enterprises in healthcare, media, or retail seeking cost-effective ML development with Eastern European engineering quality. EPAM Systems is better for global enterprises building complex, software-heavy AI products that require governance, scalability, and a large-team delivery organisation.

How do Oxagile and EPAM Systems differ in pricing?

Oxagile uses fixed project, t&m, dedicated team pricing with a minimum engagement of $20K. EPAM Systems uses dedicated team, t&m pricing with a minimum engagement of ~$200K+. Neither firm publishes a full rate card; a discovery call is required for project-specific quotes.

Which is better for enterprise: Oxagile or EPAM Systems?

Oxagile is the larger team and typically the better enterprise-scale choice. For very large programmes, verify team size and compliance coverage directly with each company before shortlisting.

What are the main differences between Oxagile and EPAM Systems?

Oxagile's primary differentiator is: strong connected-care and healthcare ai track record combined with 40–60% cost advantage versus us equivalents. EPAM Systems's primary differentiator is: ai-native engineering practice at 50,000-person scale — the broadest talent pool and delivery capacity of any firm on this list. They also differ in team size (250–999 vs 50,000+), minimum engagement ($20K vs ~$200K+), and primary industries served (Healthcare & Life Sciences, Media & Entertainment vs Financial Services, Healthcare & Life Sciences).

Last reviewed: July 2026. Verify all details directly with each company before making a decision.