Top AI Integration Companies

EPAM Systems vs Markovate: full comparison for 2026

Quick verdict

EPAM Systems (4.3/5) edges ahead of Markovate (3.9/5) overall. EPAM Systems is the better choice for large enterprises with Salesforce and SAP estates. Markovate is the stronger option for startups wanting a quick generative AI build. 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, PA, USA San Francisco, CA, USA
Team size 60,000+ 50–200
Rating 4.3 / 5 3.9 / 5
Primary differentiator Engineering depth across Salesforce, SAP and major model providers, including a formal partnership with Anthropic Generative AI app builds for startups with a fast proof-of-concept focus
Pricing model T&M, dedicated teams and fixed-scope programmes; rates on request Fixed-price and T&M; rates on request
Min. engagement Not disclosed Not disclosed
Primary tech stack Salesforce, SAP, Azure OpenAI Azure OpenAI, AWS Bedrock, LangChain
Industries served Financial services, Healthcare & life sciences, Retail, Travel, Manufacturing SaaS, Healthcare, Retail & e-commerce, Logistics

EPAM Systems vs Markovate: overview

EPAM Systems

EPAM Systems is a NYSE-listed software engineering services company founded in 1993 in Princeton, New Jersey, and now headquartered in Newtown, Pennsylvania, with roughly 62,000 employees in more than 55 countries. It runs large Salesforce and SAP Commerce practices and bought Netherlands-based Just-BI to deepen its SAP consulting. In May 2026 it announced a multi-year partnership with Anthropic and a plan to certify more than 10,000 architects on Claude. Its AI/RUN platform is used to package enterprise deployments.

Markovate

Markovate is an AI development agency founded in 2015, headquartered in San Francisco with a presence in Toronto. Directory headcount estimates sit between about 50 and 200. It builds generative AI apps, agents and integrations for startups and mid-size firms. It publishes a large volume of marketing content, while independent detail on production integrations is limited.

Services and capabilities: EPAM Systems vs Markovate

Capability EPAM Systems Markovate
CRM / ERP integration ✓ ✗
LLM API gateway & cost control ✓ ✓
Document processing ✗ ✗
Agentic workflows ✓ ✓
Fixed-price pilot ✗ ✗
Managed services after launch ✗ ✗
PII masking & access control ✗ ✗

Tech stack comparison: EPAM Systems vs Markovate

Framework / platform EPAM Systems Markovate
Salesforce ✓ N/A
SAP ✓ N/A
Microsoft Dynamics 365 N/A N/A
HubSpot N/A N/A
Snowflake N/A N/A
Databricks N/A N/A
Azure OpenAI ✓ ✓
AWS Bedrock ✓ ✓
LangChain N/A ✓
ServiceNow N/A N/A

Pricing comparison: EPAM Systems vs Markovate

Criterion EPAM Systems Markovate
Minimum engagement Not disclosed Not disclosed
Engagement models Fixed project, Time & materials, Dedicated team Fixed project, Time & materials
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 & life sciences, Retail SaaS, Healthcare, Retail & e-commerce
Best use cases Agentforce and service-agent features across a large Salesforce estate., AI features in SAP Commerce storefronts and order flows. A generative AI MVP for a startup., Chat interfaces over product documentation.
Typical project type Fixed project Fixed project

EPAM Systems vs Markovate: pros and cons

EPAM Systems
+ Thousands of certified Salesforce staff and a dedicated SAP Commerce bench
+ Formal model-provider partnership gives early access and support for Claude-based builds
+ Engineering rigor suited to complex, multi-system integrations
+ Large nearshore delivery in Central Europe and Latin America
- Scale and account structure favour large, multi-year engagements
- Delivery staff numbers for specific platforms come partly from older announcements
- Advice tends to lead toward EPAM-delivered builds
Markovate
+ Quick turnaround on generative AI prototypes
+ Good fit for startups without an in-house AI team
+ Experience with chat and agent interfaces
- Thin independent evidence of enterprise CRM or ERP integration
- Headcount estimates vary widely between directories
- Ratings and awards mostly cited from its own materials

Who should choose EPAM Systems?

A typical fit: agentforce and service-agent features across a large Salesforce estate.

Engineering depth across Salesforce, SAP and major model providers, including a formal partnership with Anthropic. Minimum engagement is not publicly disclosed. Works best with clients in Financial services, Healthcare & life sciences, Retail, Travel, Manufacturing.

Who should choose Markovate?

A typical fit: a generative AI MVP for a startup.

Generative AI app builds for startups with a fast proof-of-concept focus. Minimum engagement is not publicly disclosed. Works best with clients in SaaS, Healthcare, Retail & e-commerce, Logistics.

Decision matrix: EPAM Systems vs Markovate

Your situation Recommended choice
You want a fixed-price audit or pilot before committing Neither advertises one; ask for a scoped pilot
AI has to work inside your existing CRM or ERP EPAM Systems
Personal data must be masked and answers limited by user permissions Ask both for their PII and access-control design
Your budget is at the lower end Compare: EPAM Systems (Not disclosed) vs Markovate (Not disclosed)
You want the vendor to run the AI service after launch Neither offers managed services; plan in-house operations
You are building multi-step agents across systems Both

Use case fit: EPAM Systems vs Markovate

Use case EPAM Systems fit Markovate fit Winner
Agentforce and service-agent features across a large Salesforce estate. Strong Limited EPAM Systems
AI features in SAP Commerce storefronts and order flows. Strong Strong Both equally
A generative AI MVP for a startup. Strong Strong Both equally
Chat interfaces over product documentation. Limited Strong Markovate

Verdict: EPAM Systems vs Markovate

EPAM Systems (4.3/5) is the stronger overall choice for most AI Integration projects. Engineering depth across Salesforce, SAP and major model providers, including a formal partnership with Anthropic.

Markovate (3.9/5) is worth a look if you need chat interfaces over product documentation. If your situation matches that, Markovate is a competitive option.

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EPAM Systems vs Markovate FAQ

Is EPAM Systems better than Markovate?

EPAM Systems (4.3/5) scores higher overall, but "better" depends on your use case. EPAM Systems's strongest advantage: thousands of certified Salesforce staff and a dedicated SAP Commerce bench. Markovate's strongest advantage: quick turnaround on generative AI prototypes.

How do EPAM Systems and Markovate differ in pricing?

EPAM Systems pricing: T&M, dedicated teams and fixed-scope programmes; rates on request. Markovate pricing: Fixed-price and T&M; rates on request. 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: engineering depth across Salesforce, SAP and major model providers, including a formal partnership with Anthropic. Markovate's primary differentiator is: generative AI app builds for startups with a fast proof-of-concept focus. They also differ in team size (60,000+ vs 50–200), minimum engagement (Not disclosed vs Not disclosed), and primary industries served (Financial services, Healthcare & life sciences vs SaaS, Healthcare).

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