Best AI Development Services Europe

EPAM Systems vs Markovate: full comparison for 2026

Quick verdict

EPAM Systems (4.0/5) edges ahead of Markovate (3.9/5) overall. EPAM Systems is the better choice for global enterprises running AI programs with deep CEE delivery depth. Markovate is the stronger option for US founders wanting an AI-only product partner. The right choice depends on your project size, budget, and required tech stack.

EPAM Systems vs Markovate: head-to-head summary

Criterion EPAM Systems Markovate
Founded 1993 2015
HQ Newtown, United States San Francisco, United States
Team size 62,000+ 51-200
Rating 4.0 / 5 3.9 / 5
Primary differentiator Public-company scale with historical delivery roots across EU member states in Central Europe AI-exclusive focus dating to 2015, based entirely in the US
Pricing model Retainer or dedicated team, enterprise contracting Fixed project or dedicated team
Min. engagement Not disclosed Not disclosed
Primary tech stack Python, AWS, Azure Python, PyTorch, OpenAI API
Industries served Financial services, Healthcare, Retail & e-commerce, Media & entertainment Fintech, Healthcare, Retail & e-commerce, Logistics

EPAM Systems vs Markovate: overview

EPAM Systems

EPAM Systems dates to 1993, co-founded in New Jersey and Minsk by Arkadiy Dobkin and Leo Lozner, and has traded on the NYSE as an S&P 500 constituent since 2012. It employed roughly 62,850 people across more than 55 countries at the end of 2025, with deep historical delivery roots in Central and Eastern Europe, including EU member states like Poland and Hungary. AI transformation engineering is a marketed practice area within a much larger digital engineering business.

Markovate

Markovate has run as an AI-only agency out of San Francisco since 2015, with a team in the 51-200 range under co-founder Rajeev Sharma. Its decade of case studies has stayed centered on generative AI and machine learning product work, entirely from a US base with no reported European delivery presence.

Services and capabilities: EPAM Systems vs Markovate

Capability EPAM Systems Markovate
Generative AI
Machine learning
AI agents
MLOps
AI consulting
Fixed-price projects
Dedicated team model

Tech stack comparison: EPAM Systems vs Markovate

Framework / platform EPAM Systems Markovate
Python
AWS
Azure N/A
OpenAI API N/A
TensorFlow N/A N/A
PyTorch N/A
Kubernetes N/A

Pricing comparison: EPAM Systems vs Markovate

Criterion EPAM Systems Markovate
Minimum engagement Not disclosed Not disclosed
Engagement models Dedicated team, Retainer Fixed project, Dedicated team
Rate transparency Not public Not public
Price tier Mid-market Mid-market

Target audience comparison: EPAM Systems vs Markovate

Dimension EPAM Systems Markovate
Best company size Startup to mid-market Startup to mid-market
Best industries Financial services, Healthcare, Retail & e-commerce Fintech, Healthcare, Retail & e-commerce
Best use cases Running an AI transformation program spanning multiple EU regions and business units., Needing a publicly-traded vendor for audit or procurement compliance reasons. Turning a generative AI concept into a shipped product with a small, senior US-based team., Getting a fast generative AI prototype built before deciding on an in-house hire.
Typical project type Dedicated team Fixed project

EPAM Systems vs Markovate: pros and cons

EPAM Systems
+ Public-company financial disclosure that no private firm on this list can match.
+ Deep, decades-old delivery presence across Central and Eastern European EU member states.
+ Scale to staff several large AI programs across regions simultaneously.
+ S&P 500 membership lets enterprise procurement teams vet it through standard due diligence.
- US headquarters means the parent legal entity sits outside the EU
- AI sits inside an enormous engineering business rather than functioning as a dedicated specialty
Markovate
+ Ten years of AI-only positioning predates most competitors' generative AI pivot.
+ Based in San Francisco, close to the model providers it integrates most often.
+ Willing to take direct founder calls rather than routing through account management layers.
+ Case studies describe shipped generative AI products rather than proof-of-concept demos.
- No reported European office or delivery presence
- Team size limits how many large concurrent engagements the agency can realistically run

Who should choose EPAM Systems?

A typical fit: running an AI transformation program spanning multiple EU regions and business units.

Public-company scale with historical delivery roots across EU member states in Central Europe. Minimum engagement is not publicly disclosed. Works best with clients in Financial services, Healthcare, Retail & e-commerce, Media & entertainment.

Who should choose Markovate?

A typical fit: turning a generative AI concept into a shipped product with a small, senior US-based team.

AI-exclusive focus dating to 2015, based entirely in the US. Minimum engagement is not publicly disclosed. Works best with clients in Fintech, Healthcare, Retail & e-commerce, Logistics.

Decision matrix: EPAM Systems vs Markovate

Your situation Recommended choice
You need full-ownership delivery on a defined project scope Markovate
You need a large dedicated team for an ongoing programme EPAM Systems
Your budget is at the lower end Compare: EPAM Systems (Not disclosed) vs Markovate (Not disclosed)
You need specialist depth in a specific vertical EPAM Systems
You need staff augmentation or team extension Neither; consider alternatives that offer staff aug
You need consulting before committing to a build EPAM Systems

Use case fit: EPAM Systems vs Markovate

Use case EPAM Systems fit Markovate fit Winner
Running an AI transformation program spanning multiple EU regions and business units. Strong Limited EPAM Systems
Needing a publicly-traded vendor for audit or procurement compliance reasons. Strong Limited EPAM Systems
Turning a generative AI concept into a shipped product with a small, senior US-based team. Limited Strong Markovate
Getting a fast generative AI prototype built before deciding on an in-house hire. Limited Strong Markovate
Fixed-price build Limited Limited Both equally
Staff augmentation Limited Limited Both equally

Verdict: EPAM Systems vs Markovate

EPAM Systems (4.0/5) is the stronger overall choice for most AI Development projects. Public-company scale with historical delivery roots across EU member states in Central Europe.

Markovate (3.9/5) is worth a look if you need getting a fast generative AI prototype built before deciding on an in-house hire. If your situation matches that, Markovate is a competitive option.

Related comparisons

EPAM Systems vs Markovate FAQ

Is EPAM Systems better than Markovate?

EPAM Systems (4.0/5) scores higher overall, but "better" depends on your use case. EPAM Systems's strongest advantage: public-company financial disclosure that no private firm on this list can match. Markovate's strongest advantage: ten years of AI-only positioning predates most competitors' generative AI pivot.

How do EPAM Systems and Markovate differ in pricing?

EPAM Systems uses retainer or dedicated team, enterprise contracting pricing. Markovate uses fixed project or dedicated team pricing. Neither firm publishes a full rate card; a discovery call is required for project-specific quotes.

Which is better for enterprise: EPAM Systems or Markovate?

EPAM Systems 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 EPAM Systems and Markovate?

EPAM Systems's primary differentiator is: public-company scale with historical delivery roots across EU member states in Central Europe. Markovate's primary differentiator is: AI-exclusive focus dating to 2015, based entirely in the US. They also differ in team size (62,000+ vs 51-200), minimum engagement (Not disclosed vs Not disclosed), and primary industries served (Financial services, Healthcare vs Fintech, Healthcare).

Verify all details directly with each company before making a decision.