Best Machine Learning Development Agencies

Neurons Lab vs EPAM Systems: full comparison for 2026

Last updated: July 2026

Quick verdict

Neurons Lab (4.8/5) edges ahead of EPAM Systems (3.8/5) overall. Neurons Lab is the better choice for enterprises in financial services or other regulated sectors that need a small, senior team to take an ML/AI system from proof of concept to production.. EPAM Systems is the stronger option for the largest global enterprises needing AI delivery embedded inside a massive, publicly traded, multi-service engineering partner.. The right choice depends on your project size, budget, and required tech stack.

Neurons Lab vs EPAM Systems: head-to-head summary

Criterion Neurons Lab EPAM Systems
Founded 2019 1993
HQ London, United Kingdom Newtown, Pennsylvania, USA
Team size 51–200 10,000+
Rating 4.8 / 5 3.8 / 5
Best for Enterprises in financial services or other regulated sectors that need a small, senior team to take an ML/AI system from proof of concept to production. The largest global enterprises needing AI delivery embedded inside a massive, publicly traded, multi-service engineering partner.
Pricing model Fixed-scope engagements and dedicated team retainers Managed services and fixed project
Min. engagement $30K Not published
Primary tech stack Python, PyTorch, TensorFlow Python, EPAM DIAL, Azure OpenAI
Industries served Financial Services, Healthcare, Insurance, Technology/SaaS Financial Services, Healthcare, Retail, Technology/SaaS, Government

Neurons Lab vs EPAM Systems: overview

Neurons Lab

Neurons Lab is a London-based AI engineering consultancy co-founded in 2019 by Igor Sydorenko and Alex Honchar. The firm is one of roughly 18 companies globally to hold AWS's Advanced Machine Learning Consulting Competence, and concentrates on production-grade AI systems for financial services and other regulated industries. It stays deliberately small and specialist rather than pursuing broad IT-services scale.

EPAM Systems

EPAM Systems is a global digital engineering company founded in 1993 by Arkadiy Dobkin and Leo Lozner, listed on the NYSE since 2012, with approximately 62,850 employees as of end of 2025. The company has built a proprietary AI orchestration platform, EPAM DIAL, for managing large language models in production, but AI/ML delivery represents one part of an enormous, broadly diversified enterprise engineering portfolio.

Services and capabilities: Neurons Lab vs EPAM Systems

Capability Neurons Lab EPAM Systems
Custom ML model development
Deep learning & computer vision
NLP & LLM / Generative AI
MLOps & production deployment
Data engineering
AI strategy consulting
Staff augmentation

Tech stack comparison: Neurons Lab vs EPAM Systems

Framework / platform Neurons Lab EPAM Systems
Python
TensorFlow N/A
PyTorch N/A
AWS
Azure N/A
Google Cloud N/A N/A
Kubernetes
Databricks N/A N/A
LangChain N/A

Pricing comparison: Neurons Lab vs EPAM Systems

Criterion Neurons Lab EPAM Systems
Minimum engagement $30K Not published
Engagement models Fixed project, Dedicated team Managed services, Fixed project, Staff augmentation
Rate transparency Minimum disclosed Not public
Price tier Accessible Enterprise / not published

Target audience comparison: Neurons Lab vs EPAM Systems

Dimension Neurons Lab EPAM Systems
Best company size Startup to mid-market Enterprise
Best industries Financial Services, Healthcare, Insurance Financial Services, Healthcare, Retail
Best use cases Building a production fraud-detection or credit-risk model for a bank or fintech, Standing up an AI governance framework alongside a specific ML deployment Global enterprises needing AI delivered at a scale only a 60,000+ employee firm can support, Programs that specifically want to leverage the EPAM DIAL LLM orchestration platform
Typical project type Fixed project Managed services

Neurons Lab vs EPAM Systems: pros and cons

Neurons Lab
+ Rare AWS Advanced ML Consulting Competence signals deep, externally-audited technical depth
+ Small senior team means direct access to founders and lead engineers on most engagements
+ Strong specialization in regulated-industry AI deployment, including model governance
+ Publishes technical case studies with measurable outcomes rather than generic marketing claims
- 51–200 headcount limits capacity for very large, multi-workstream enterprise programs
- Narrower geographic delivery footprint than the large multinational IT firms on this list
- Premium specialist pricing relative to offshore-heavy competitors
EPAM Systems
+ Largest, most globally distributed team on this list, supporting essentially unlimited program scale
+ NYSE listing (since 2012) provides the highest level of public financial transparency among firms reviewed here
+ Proprietary EPAM DIAL platform for LLM orchestration shows real internal AI infrastructure investment
+ 32 years of continuous operation across more than 55 countries
- AI/ML is a specialization within an enormous generalist engineering portfolio, not the company's defining focus
- Scale of the organization can translate into higher account-management overhead for smaller engagements
- Buyers wanting a boutique, founder-accessible relationship will find that better served by smaller firms on this list

Who should choose Neurons Lab?

Neurons Lab is the right choice for enterprises in financial services or other regulated sectors that need a small, senior team to take an ML/AI system from proof of concept to production..

One of the few AI consultancies worldwide holding AWS's Advanced Machine Learning Consulting Competence.. Minimum engagement starts at $30K. Works best with clients in Financial Services, Healthcare, Insurance, Technology/SaaS.

Who should choose EPAM Systems?

EPAM Systems is the right choice for the largest global enterprises needing AI delivery embedded inside a massive, publicly traded, multi-service engineering partner..

Largest headcount on this list (62,000+) with NYSE-listed financial transparency and a proprietary LLM orchestration platform (EPAM DIAL).. Minimum engagement starts at Not published. Works best with clients in Financial Services, Healthcare, Retail, Technology/SaaS, Government.

Decision matrix: Neurons Lab vs EPAM Systems

Your situation Recommended choice
You need full-ownership delivery on a defined project scope Neurons Lab
You need a large dedicated team for an ongoing programme Neurons Lab
Your budget is at the lower end Compare: Neurons Lab ($30K) vs EPAM Systems (Not published)
You need specialist depth in a specific vertical EPAM Systems
You need staff augmentation or team extension EPAM Systems
You need consulting before committing to a build Neurons Lab

Use case fit: Neurons Lab vs EPAM Systems

Use case Neurons Lab fit EPAM Systems fit Winner
Building a production fraud-detection or credit-risk model for a bank or fintech Strong Limited Neurons Lab
Standing up an AI governance framework alongside a specific ML deployment Strong Limited Neurons Lab
Global enterprises needing AI delivered at a scale only a 60,000+ employee firm can support Limited Strong EPAM Systems
Programs that specifically want to leverage the EPAM DIAL LLM orchestration platform Limited Strong EPAM Systems
Fixed-price build Limited Limited Both equally
Staff augmentation Limited Limited Both equally

Verdict: Neurons Lab vs EPAM Systems

Neurons Lab (4.8/5) is the stronger overall choice for most Machine Learning Development projects. One of the few AI consultancies worldwide holding AWS's Advanced Machine Learning Consulting Competence.. It is best for enterprises in financial services or other regulated sectors that need a small, senior team to take an ML/AI system from proof of concept to production..

EPAM Systems (3.8/5) is the better choice when the largest global enterprises needing AI delivery embedded inside a massive, publicly traded, multi-service engineering partner.. If your situation matches those criteria, EPAM Systems is a competitive option.

Related comparisons

Neurons Lab vs EPAM Systems FAQ

Is Neurons Lab better than EPAM Systems?

Neurons Lab (4.8/5) scores higher overall, but "better" depends on your use case. Neurons Lab is better for enterprises in financial services or other regulated sectors that need a small, senior team to take an ML/AI system from proof of concept to production.. EPAM Systems is better for the largest global enterprises needing AI delivery embedded inside a massive, publicly traded, multi-service engineering partner..

How do Neurons Lab and EPAM Systems differ in pricing?

Neurons Lab uses fixed-scope engagements and dedicated team retainers pricing with a minimum engagement of $30K. EPAM Systems uses managed services and fixed project pricing with a minimum engagement of Not published. Neither firm publishes a full rate card; a discovery call is required for project-specific quotes.

Which is better for enterprise: Neurons Lab or EPAM Systems?

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

What are the main differences between Neurons Lab and EPAM Systems?

Neurons Lab's primary differentiator is: one of the few ai consultancies worldwide holding aws's advanced machine learning consulting competence.. EPAM Systems's primary differentiator is: largest headcount on this list (62,000+) with nyse-listed financial transparency and a proprietary llm orchestration platform (epam dial).. They also differ in team size (51–200 vs 10,000+), minimum engagement ($30K vs Not published), and primary industries served (Financial Services, Healthcare vs Financial Services, Healthcare).

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