Best ML Model Development Companies

MobiDev vs EPAM Systems: full comparison for 2026

Last updated: July 2026

Quick verdict

MobiDev (4.3/5) edges ahead of EPAM Systems (3.9/5) overall. MobiDev is the better choice for small and mid-sized companies wanting a dedicated ML/data-science consulting arm within a broader software development partner.. EPAM Systems is the stronger option for very large enterprises wanting a publicly traded, AWS Global Partner of the Year-caliber vendor with a proprietary AI orchestration platform.. The right choice depends on your project size, budget, and required tech stack.

MobiDev vs EPAM Systems: head-to-head summary

Criterion MobiDev EPAM Systems
Founded 2009 1993
HQ Norcross, USA (delivery centers: Lodz, Poland and Chernivtsi, Ukraine) Newtown, USA
Team size 201–500 10,000+
Rating 4.3 / 5 3.9 / 5
Best for Small and mid-sized companies wanting a dedicated ML/data-science consulting arm within a broader software development partner. Very large enterprises wanting a publicly traded, AWS Global Partner of the Year-caliber vendor with a proprietary AI orchestration platform.
Pricing model Time & Material, Fixed project Not published; enterprise project engagements
Min. engagement Not published Not published
Primary tech stack Python, Computer vision frameworks, Cloud ML platforms AWS SageMaker, Amazon Bedrock, EPAM DIAL (proprietary)
Industries served Healthcare, Retail, Manufacturing, Media Financial services, Life sciences, Media, Travel and hospitality

MobiDev vs EPAM Systems: overview

MobiDev

MobiDev is a software development and consulting company founded in 2009, with business units in Norcross, Georgia (US) and Sheffield (UK), and R&D delivery centers in Lodz, Poland and Chernivtsi, Ukraine staffed by more than 400 engineers. Its consulting services span data science, machine learning, augmented reality, IoT, and DevOps, aimed at small and medium-sized companies rather than large enterprises. The company reports a 100 percent project success rate on Upwork and was named the #1 machine learning development company by Clutch in 2021.

EPAM Systems

EPAM Systems was founded in 1993 in Newtown, Pennsylvania by Arkadiy Dobkin and Leo Lozner, and has grown into a publicly traded (NYSE: EPAM) global engineering company with more than 53,000 employees. EPAM's AI/ML practice includes model development and deployment on Amazon SageMaker and Amazon Bedrock, MLOps, and its proprietary DIAL platform, an enterprise AI orchestration layer. The company was named AWS Global Innovation Partner of the Year in 2025 and holds AWS Premier Tier Services Partner status, reflecting deep hyperscaler-certified delivery capability at very large scale.

Services and capabilities: MobiDev vs EPAM Systems

Capability MobiDev EPAM Systems
Custom model training
Fine-tuning & adaptation
MLOps pipeline
Model deployment & serving
Data engineering for ML
ML infrastructure management
Computer vision
NLP & LLM development
Forecasting & time-series modeling
ML strategy consulting

Tech stack comparison: MobiDev vs EPAM Systems

Framework / platform MobiDev EPAM Systems
PyTorch N/A N/A
TensorFlow N/A N/A
MLflow N/A N/A
AWS SageMaker N/A
Amazon Bedrock N/A
Google Cloud N/A N/A
Microsoft Azure N/A N/A
Kubernetes
Snowflake N/A N/A
NVIDIA N/A N/A

Pricing comparison: MobiDev vs EPAM Systems

Criterion MobiDev EPAM Systems
Minimum engagement Not published Not published
Engagement models Time & Material, Fixed project, Dedicated team Enterprise project engagement, Managed AI services
Rate transparency Not public Not public
Price tier Mid-market Mid-market

Target audience comparison: MobiDev vs EPAM Systems

Dimension MobiDev EPAM Systems
Best company size Startup to mid-market Enterprise
Best industries Healthcare, Retail, Manufacturing Financial services, Life sciences, Media
Best use cases Building a custom ML model for a small or medium-sized business without an internal data science team, Combining computer vision or ML work with broader mobile/IoT product development Very large enterprises needing an AWS Global Partner of the Year-caliber vendor for ML platform work, Deploying models on Amazon SageMaker or Bedrock with EPAM's proprietary DIAL orchestration layer
Typical project type Time & Material Enterprise project engagement

MobiDev vs EPAM Systems: pros and cons

MobiDev
+ Historical Clutch #1 ranking in machine learning development (2021).
+ 16 Clutch reviews with consistently positive delivery feedback.
+ Explicit focus on small/medium-sized clients, a niche underserved by larger enterprise-first firms.
+ Multi-country delivery footprint (Poland, Ukraine) with 400+ engineers provides meaningful bench depth.
- Team-size figures vary by source (roughly 200–500), indicating some reporting inconsistency.
- SME focus may mean less experience with very large, complex enterprise-scale ML platforms.
- Machine learning is one of several practice areas (alongside AR, IoT) rather than the sole focus.
- Minimum engagement size is not published, requiring a scoping conversation.
EPAM Systems
+ 2025 AWS Global Innovation Partner of the Year, an independently awarded distinction from AWS itself.
+ Proprietary DIAL orchestration platform provides a differentiated technical asset beyond standard consulting delivery.
+ Publicly traded (NYSE: EPAM) with substantial financial transparency and scale (53,000+ employees).
+ AWS Premier Tier Services Partner status confirms deep, audited hyperscaler certification.
- Very large, generalist software engineering brand means ML/AI is one of many practice areas, not a dedicated specialization.
- No clearly located aggregate Clutch/G2 star rating specific to its AI practice in available public sources.
- Pricing model and minimum engagement are not published, and enterprise minimums are typically substantial.
- Named client-specific ML case studies were not clearly surfaced in available search results.

Who should choose MobiDev?

MobiDev is the right choice for small and mid-sized companies wanting a dedicated ML/data-science consulting arm within a broader software development partner..

Historical Clutch #1 ranking for machine learning development (2021) combined with a specifically SME-oriented service model.. Minimum engagement starts at Not published. Works best with clients in Healthcare, Retail, Manufacturing, Media.

Who should choose EPAM Systems?

EPAM Systems is the right choice for very large enterprises wanting a publicly traded, AWS Global Partner of the Year-caliber vendor with a proprietary AI orchestration platform..

Proprietary EPAM DIAL platform for enterprise AI orchestration, combined with the 2025 AWS Global Innovation Partner of the Year distinction, an award-level differentiator not held by most peers.. Minimum engagement starts at Not published. Works best with clients in Financial services, Life sciences, Media, Travel and hospitality.

Decision matrix: MobiDev vs EPAM Systems

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

Use case fit: MobiDev vs EPAM Systems

Use case MobiDev fit EPAM Systems fit Winner
Building a custom ML model for a small or medium-sized business without an internal data science team Strong Limited MobiDev
Combining computer vision or ML work with broader mobile/IoT product development Strong Limited MobiDev
Very large enterprises needing an AWS Global Partner of the Year-caliber vendor for ML platform work Limited Strong EPAM Systems
Deploying models on Amazon SageMaker or Bedrock with EPAM's proprietary DIAL orchestration layer Limited Strong EPAM Systems
Fixed-price build Limited Limited Both equally
MLOps pipeline setup Limited Strong EPAM Systems

Verdict: MobiDev vs EPAM Systems

MobiDev (4.3/5) is the stronger overall choice for most ML Model Development projects. Historical Clutch #1 ranking for machine learning development (2021) combined with a specifically SME-oriented service model.. It is best for small and mid-sized companies wanting a dedicated ML/data-science consulting arm within a broader software development partner..

EPAM Systems (3.9/5) is the better choice when very large enterprises wanting a publicly traded, AWS Global Partner of the Year-caliber vendor with a proprietary AI orchestration platform.. If your situation matches those criteria, EPAM Systems is a competitive option.

Related comparisons

MobiDev vs EPAM Systems FAQ

Is MobiDev better than EPAM Systems?

MobiDev (4.3/5) scores higher overall, but "better" depends on your use case. MobiDev is better for small and mid-sized companies wanting a dedicated ML/data-science consulting arm within a broader software development partner.. EPAM Systems is better for very large enterprises wanting a publicly traded, AWS Global Partner of the Year-caliber vendor with a proprietary AI orchestration platform..

How do MobiDev and EPAM Systems differ in pricing?

MobiDev uses time & material, fixed project pricing with a minimum engagement of Not published. EPAM Systems uses not published; enterprise project engagements 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: MobiDev or EPAM Systems?

MobiDev 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 MobiDev and EPAM Systems?

MobiDev's primary differentiator is: historical clutch #1 ranking for machine learning development (2021) combined with a specifically sme-oriented service model.. EPAM Systems's primary differentiator is: proprietary epam dial platform for enterprise ai orchestration, combined with the 2025 aws global innovation partner of the year distinction, an award-level differentiator not held by most peers.. They also differ in team size (201–500 vs 10,000+), minimum engagement (Not published vs Not published), and primary industries served (Healthcare, Retail vs Financial services, Life sciences).

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