Best Machine Learning Development Agencies

EPAM Systems vs Sigma Software Group: full comparison for 2026

Last updated: July 2026

Quick verdict

Sigma Software Group (4.0/5) edges ahead of EPAM Systems (3.8/5) overall. Sigma Software Group is the better choice for companies wanting ML delivered by an outsourcing firm with an independently verified, decade-plus industry ranking track record.. 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.

EPAM Systems vs Sigma Software Group: head-to-head summary

Criterion EPAM Systems Sigma Software Group
Founded 1993 2002
HQ Newtown, Pennsylvania, USA Stockholm, Sweden
Team size 10,000+ 1,001–5,000
Rating 3.8 / 5 4.0 / 5
Best for The largest global enterprises needing AI delivery embedded inside a massive, publicly traded, multi-service engineering partner. Companies wanting ML delivered by an outsourcing firm with an independently verified, decade-plus industry ranking track record.
Pricing model Managed services and fixed project Fixed project, dedicated team, staff augmentation
Min. engagement Not published Not published
Primary tech stack Python, EPAM DIAL, Azure OpenAI Python, TensorFlow, AWS
Industries served Financial Services, Healthcare, Retail, Technology/SaaS, Government Technology/SaaS, Media & Entertainment, Automotive, Aerospace

EPAM Systems vs Sigma Software Group: overview

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.

Sigma Software Group

Sigma Software Group was founded in 2002 by five colleagues from Kharkiv, Ukraine — four developers and a lawyer — and is now headquartered in Stockholm, Sweden, with roughly 1,600–2,100 professionals across 40 offices in 19 countries. The firm has appeared on IAOP's World's Top 100 Outsourcing list every year since 2015, and its machine learning work sits alongside cybersecurity, AR/VR, and IoT practices.

Services and capabilities: EPAM Systems vs Sigma Software Group

Capability EPAM Systems Sigma Software Group
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: EPAM Systems vs Sigma Software Group

Framework / platform EPAM Systems Sigma Software Group
Python
TensorFlow N/A
PyTorch N/A N/A
AWS
Azure
Google Cloud N/A N/A
Kubernetes N/A
Databricks N/A N/A
LangChain N/A N/A

Pricing comparison: EPAM Systems vs Sigma Software Group

Criterion EPAM Systems Sigma Software Group
Minimum engagement Not published Not published
Engagement models Managed services, Fixed project, Staff augmentation Fixed project, Dedicated team, Staff augmentation
Rate transparency Not public Not public
Price tier Enterprise / not published Enterprise / not published

Target audience comparison: EPAM Systems vs Sigma Software Group

Dimension EPAM Systems Sigma Software Group
Best company size Enterprise Startup to mid-market
Best industries Financial Services, Healthcare, Retail Technology/SaaS, Media & Entertainment, Automotive
Best use cases 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 Companies wanting ML delivered by a vendor with a long, independently verified outsourcing track record, Cross-disciplinary projects combining ML with AR/VR or IoT
Typical project type Managed services Fixed project

EPAM Systems vs Sigma Software Group: pros and cons

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
Sigma Software Group
+ 23 years of operating history from five co-founders to a 40-office global group
+ Independently verified IAOP Top 100 Outsourcing ranking every year since 2015, unlike self-reported rankings
+ 1,600+ professionals across 19 countries supports broad geographic delivery
+ Machine learning work paired with adjacent specialties like AR/VR and cybersecurity for cross-disciplinary projects
- Machine learning is one of several specialties (alongside cybersecurity, AR/VR, IoT) rather than the firm's core focus
- Less AI-specific branding than firms marketed explicitly as AI-first
- Minimum engagement size not publicly disclosed

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.

Who should choose Sigma Software Group?

Sigma Software Group is the right choice for companies wanting ML delivered by an outsourcing firm with an independently verified, decade-plus industry ranking track record..

Consecutive annual placement on IAOP's World's Top 100 Outsourcing list every year since 2015.. Minimum engagement starts at Not published. Works best with clients in Technology/SaaS, Media & Entertainment, Automotive, Aerospace.

Decision matrix: EPAM Systems vs Sigma Software Group

Your situation Recommended choice
You need full-ownership delivery on a defined project scope EPAM Systems
You need a large dedicated team for an ongoing programme Sigma Software Group
Your budget is at the lower end Compare: EPAM Systems (Not published) vs Sigma Software Group (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 EPAM Systems

Use case fit: EPAM Systems vs Sigma Software Group

Use case EPAM Systems fit Sigma Software Group fit Winner
Global enterprises needing AI delivered at a scale only a 60,000+ employee firm can support Strong Limited EPAM Systems
Programs that specifically want to leverage the EPAM DIAL LLM orchestration platform Strong Limited EPAM Systems
Companies wanting ML delivered by a vendor with a long, independently verified outsourcing track record Limited Strong Sigma Software Group
Cross-disciplinary projects combining ML with AR/VR or IoT Limited Strong Sigma Software Group
Fixed-price build Limited Limited Both equally
Staff augmentation Limited Limited Both equally

Verdict: EPAM Systems vs Sigma Software Group

Sigma Software Group (4.0/5) is the stronger overall choice for most Machine Learning Development projects. Consecutive annual placement on IAOP's World's Top 100 Outsourcing list every year since 2015.. It is best for companies wanting ML delivered by an outsourcing firm with an independently verified, decade-plus industry ranking track record..

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

EPAM Systems vs Sigma Software Group FAQ

Is EPAM Systems better than Sigma Software Group?

Sigma Software Group (4.0/5) scores higher overall, but "better" depends on your use case. EPAM Systems is better for the largest global enterprises needing AI delivery embedded inside a massive, publicly traded, multi-service engineering partner.. Sigma Software Group is better for companies wanting ML delivered by an outsourcing firm with an independently verified, decade-plus industry ranking track record..

How do EPAM Systems and Sigma Software Group differ in pricing?

EPAM Systems uses managed services and fixed project pricing with a minimum engagement of Not published. Sigma Software Group uses fixed project, dedicated team, staff augmentation 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: EPAM Systems or Sigma Software Group?

Sigma Software Group 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 EPAM Systems and Sigma Software Group?

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).. Sigma Software Group's primary differentiator is: consecutive annual placement on iaop's world's top 100 outsourcing list every year since 2015.. They also differ in team size (10,000+ vs 1,001–5,000), minimum engagement (Not published vs Not published), and primary industries served (Financial Services, Healthcare vs Technology/SaaS, Media & Entertainment).

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