Best Machine Learning Development Services Companies

Devox Software vs EPAM Systems: full comparison for 2026

Last updated: July 2026

Quick verdict

Devox Software (3.7/5) edges ahead of EPAM Systems (3.5/5) overall. Devox Software is the better choice for eU, UK, and US clients needing cost-efficient Python ML development for finance and retail applications with strong client retention. EPAM Systems is the stronger option for large enterprises needing ML within large-scale platform engineering programmes and access to a proprietary AI orchestration platform. The right choice depends on your project size, budget, and required tech stack.

Devox Software vs EPAM Systems: head-to-head summary

Criterion Devox Software EPAM Systems
Founded 2014 1993
HQ Kyiv, Ukraine / Kraków, Poland Newtown, PA, USA
Team size 100–200 60,000+
Rating 3.7 / 5 3.5 / 5
Best for EU, UK, and US clients needing cost-efficient Python ML development for finance and retail applications with strong client retention Large enterprises needing ML within large-scale platform engineering programmes and access to a proprietary AI orchestration platform
Pricing model Fixed project, T&M, dedicated team Dedicated team, T&M
Min. engagement $15K $200K+
Primary tech stack Python, PyTorch, TensorFlow Python, EPAM DIAL, AWS
Industries served Fintech, Retail, E-commerce, Healthcare, Logistics Fintech, Healthcare, Manufacturing, SaaS, Logistics

Devox Software vs EPAM Systems: overview

Devox Software

Devox Software is an IT outsourcing services provider headquartered in Ukraine with offices in Poland and Romania, offering AI-driven legacy modernisation, cloud application development, and machine learning solutions. The firm employs 100+ qualified experts and reports 82% of clients working with them for over two years, with 90% of customers located in the EU, UK, or USA. Devox develops Python machine learning solutions using PyCaret, Matplotlib, TensorFlow, and PyTorch, with a primary focus on finance and retail-oriented ML applications.

EPAM Systems

EPAM Systems is a global software engineering and digital services company founded in 1993 and headquartered in Newtown, Pennsylvania, publicly listed on the NYSE with 62,000+ professionals across 55+ countries. The company's AI and ML services encompass data engineering, platform modernisation, advanced analytics, and AI/ML model development, alongside its proprietary EPAM DIAL enterprise AI orchestration platform. EPAM has positioned itself as a leader in AI transformation engineering, integrating ML capability within large digital product and platform engineering programmes.

Services and capabilities: Devox Software vs EPAM Systems

Capability Devox Software EPAM Systems
Custom ML development
Computer vision
NLP & text analytics
MLOps & deployment
Generative AI
ML consulting & strategy
Staff augmentation
Dedicated team model

Tech stack comparison: Devox Software vs EPAM Systems

Framework / platform Devox Software EPAM Systems
Python
PyTorch N/A
TensorFlow
Scikit-learn N/A
AWS SageMaker N/A N/A
MLflow N/A
Hugging Face N/A N/A
LangChain N/A N/A
Docker/Kubernetes N/A N/A
Databricks N/A

Pricing comparison: Devox Software vs EPAM Systems

Criterion Devox Software EPAM Systems
Minimum engagement $15K $200K+
Engagement models Fixed project, Time & materials, Dedicated team Dedicated team, Time & materials
Rate transparency Minimum disclosed Minimum disclosed
Price tier Accessible Accessible

Target audience comparison: Devox Software vs EPAM Systems

Dimension Devox Software EPAM Systems
Best company size Startup to mid-market Startup to mid-market
Best industries Fintech, Retail, E-commerce Fintech, Healthcare, Manufacturing
Best use cases Financial risk scoring models for lenders and credit providers, Retail demand forecasting and inventory optimisation ML Enterprise AI transformation programmes for Fortune 500 organisations, EPAM DIAL deployment for enterprise LLM governance and AI orchestration
Typical project type Fixed project Dedicated team

Devox Software vs EPAM Systems: pros and cons

Devox Software
+ Strong 82% long-term client retention rate demonstrates delivery satisfaction
+ Python-native ML focus with documented framework coverage including PyCaret
+ $15K minimum engagement accessible for earlier-stage project initiation
+ Finance and retail ML specialisation with practical industry use case depth
+ Eastern European rates with EU/UK/US-facing delivery capability
- Ukraine/Poland primary delivery requires business continuity assessment for critical programmes
- Team of 100+ limits simultaneous capacity for very large multi-stream ML programmes
- Less extensive public portfolio compared to larger competitors
EPAM Systems
+ Publicly listed company provides financial transparency and governance confidence
+ 62,000+ engineers deliver at a scale few ML development competitors can match
+ Proprietary EPAM DIAL AI orchestration platform for enterprise LLM management
+ AI transformation engineering positioning beyond standard ML delivery
+ 55+ country footprint supports global enterprise programme delivery and compliance
- Very high minimum engagement ($200K+) limits access to large enterprise budgets
- ML is one capability within a massive engineering conglomerate — specialist depth varies by practice and team
- Eastern European primary delivery requires business continuity planning for regulated clients

Who should choose Devox Software?

Devox Software is the right choice for eU, UK, and US clients needing cost-efficient Python ML development for finance and retail applications with strong client retention.

High client retention rate (82% long-term partnerships) with Python-native ML focus for finance and retail use cases. Minimum engagement starts at $15K. Works best with clients in Fintech, Retail, E-commerce, Healthcare, Logistics.

Who should choose EPAM Systems?

EPAM Systems is the right choice for large enterprises needing ML within large-scale platform engineering programmes and access to a proprietary AI orchestration platform.

Publicly traded 62,000-person firm with proprietary EPAM DIAL AI orchestration platform and AI transformation engineering positioning for global enterprises. Minimum engagement starts at $200K+. Works best with clients in Fintech, Healthcare, Manufacturing, SaaS, Logistics.

Decision matrix: Devox Software vs EPAM Systems

Your situation Recommended choice
You need full-ownership delivery on a defined project scope Devox Software
You need a large dedicated team for an ongoing programme Devox Software
Your budget is at the lower end Devox Software
You need specialist depth in a specific vertical Devox Software
You need staff augmentation or team extension Neither; consider alternatives that offer staff aug
You need consulting before committing to a build Devox Software

Use case fit: Devox Software vs EPAM Systems

Use case Devox Software fit EPAM Systems fit Winner
Financial risk scoring models for lenders and credit providers Strong Strong Both equally
Retail demand forecasting and inventory optimisation ML Strong Limited Devox Software
Enterprise AI transformation programmes for Fortune 500 organisations Limited Strong EPAM Systems
EPAM DIAL deployment for enterprise LLM governance and AI orchestration Limited Strong EPAM Systems
Fixed-price build Limited Limited Both equally
Staff augmentation Limited Limited Both equally

Verdict: Devox Software vs EPAM Systems

Devox Software (3.7/5) is the stronger overall choice for most Machine Learning Development projects. High client retention rate (82% long-term partnerships) with Python-native ML focus for finance and retail use cases. It is best for eU, UK, and US clients needing cost-efficient Python ML development for finance and retail applications with strong client retention.

EPAM Systems (3.5/5) is the better choice when large enterprises needing ML within large-scale platform engineering programmes and access to a proprietary AI orchestration platform. If your situation matches those criteria, EPAM Systems is a competitive option.

Related comparisons

Devox Software vs EPAM Systems FAQ

Is Devox Software better than EPAM Systems?

Devox Software (3.7/5) scores higher overall, but "better" depends on your use case. Devox Software is better for eU, UK, and US clients needing cost-efficient Python ML development for finance and retail applications with strong client retention. EPAM Systems is better for large enterprises needing ML within large-scale platform engineering programmes and access to a proprietary AI orchestration platform.

How do Devox Software and EPAM Systems differ in pricing?

Devox Software uses fixed project, t&m, dedicated team pricing with a minimum engagement of $15K. 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: Devox Software or EPAM Systems?

Devox Software 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 Devox Software and EPAM Systems?

Devox Software's primary differentiator is: high client retention rate (82% long-term partnerships) with python-native ml focus for finance and retail use cases. EPAM Systems's primary differentiator is: publicly traded 62,000-person firm with proprietary epam dial ai orchestration platform and ai transformation engineering positioning for global enterprises. They also differ in team size (100–200 vs 60,000+), minimum engagement ($15K vs $200K+), and primary industries served (Fintech, Retail vs Fintech, Healthcare).

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