Best Machine Learning Development Services Companies

Tensorway vs EPAM Systems: full comparison for 2026

Quick verdict

Tensorway (4.6/5) edges ahead of EPAM Systems (3.5/5) overall. Tensorway is the better choice for mid-market and enterprise clients, specialist computer vision and deep learning. EPAM Systems is the stronger option for large enterprises, proprietary AI orchestration platform. The right choice depends on your project size, budget, and required tech stack.

Tensorway vs EPAM Systems: head-to-head summary

Criterion Tensorway EPAM Systems
Founded 2019 1993
HQ Alicante, Spain Newtown, PA, USA
Team size 50–100 60,000+
Rating 4.6 / 5 3.5 / 5
Primary differentiator Deep learning specialist backed by its parent company's 25-year delivery heritage, with a dedicated computer vision practice covering detection, segmentation, and video analytics Publicly traded 62,000-person firm with proprietary EPAM DIAL AI orchestration platform and AI transformation engineering positioning for global enterprises
Pricing model Fixed project, dedicated team, T&M, retainer Dedicated team, T&M
Min. engagement $10K $200K+
Primary tech stack Python, PyTorch, TensorFlow Python, EPAM DIAL, AWS
Industries served Fintech, Healthcare, Retail, Edtech, E-commerce, SaaS, Manufacturing, Logistics Fintech, Healthcare, Manufacturing, SaaS, Logistics

Tensorway vs EPAM Systems: overview

Tensorway

Tensorway is a machine learning development company founded in 2019 and headquartered in Alicante, Spain, operating as an AI-focused entity within the Anadea group of companies. The firm focuses on deep learning, computer vision, and NLP systems for mid-market and enterprise clients in fintech, healthcare, retail, and edtech. Tensorway's engineering practice covers object detection, image segmentation, real-time video analytics, and large-scale NLP pipelines, with delivery backed by its parent company's 25-year software engineering track record. The team of 50+ ML engineers operates remotely across Europe and Latin America.

EPAM Systems

EPAM Systems is a global software engineering and digital services company founded in 1993 and headquartered in Newtown, Pennsylvania, publicly listed on the NYSE with 62,000+ professionals across 55+ countries. The company's AI and ML services encompass data engineering, platform modernisation, advanced analytics, and AI/ML model development, alongside its proprietary EPAM DIAL enterprise AI orchestration platform. EPAM has positioned itself as a leader in AI transformation engineering, integrating ML capability within large digital product and platform engineering programmes.

Services and capabilities: Tensorway vs EPAM Systems

Capability Tensorway EPAM Systems
Custom ML development
Computer vision
NLP & text analytics
MLOps & deployment
Generative AI
ML consulting & strategy
Staff augmentation
Dedicated team model

Tech stack comparison: Tensorway vs EPAM Systems

Framework / platform Tensorway EPAM Systems
Python
PyTorch N/A
TensorFlow
Scikit-learn N/A N/A
AWS SageMaker N/A
MLflow
Hugging Face N/A
LangChain N/A
Docker/Kubernetes N/A
Databricks N/A

Pricing comparison: Tensorway vs EPAM Systems

Criterion Tensorway EPAM Systems
Minimum engagement $10K $200K+
Engagement models Fixed project, Dedicated team, Time & materials, Retainer, Staff augmentation Dedicated team, Time & materials
Rate transparency Minimum disclosed Minimum disclosed
Price tier Accessible Accessible

Target audience comparison: Tensorway vs EPAM Systems

Dimension Tensorway EPAM Systems
Best company size Startup to mid-market Startup to mid-market
Best industries Fintech, Healthcare, Retail Fintech, Healthcare, Manufacturing
Best use cases Computer vision systems for quality inspection in manufacturing lines, Real-time video analytics for retail foot traffic and shelf monitoring Enterprise AI transformation programmes for Fortune 500 organisations, EPAM DIAL deployment for enterprise LLM governance and AI orchestration
Typical project type Fixed project Dedicated team

Tensorway vs EPAM Systems: pros and cons

Tensorway
+ Deep ML/DL specialisation with a dedicated computer vision practice
+ Established project-management and QA processes for predictable, well-documented delivery
+ Strong computer vision coverage including object detection, segmentation, and real-time video analytics
+ Remote-first team with European and LATAM coverage for flexible timezone delivery
+ Clear specialisation in production systems, not just prototype or PoC delivery
- Team of 50+ limits simultaneous capacity for very large multi-workstream programmes
EPAM Systems
+ Publicly listed company provides financial transparency and governance confidence
+ 62,000+ engineers deliver at a scale few ML development competitors can match
+ Proprietary EPAM DIAL AI orchestration platform for enterprise LLM management
+ AI transformation engineering positioning beyond standard ML delivery
+ 55+ country footprint supports global enterprise programme delivery and compliance
- Very high minimum engagement ($200K+) limits access to large enterprise budgets
- ML is one capability within a massive engineering conglomerate — specialist depth varies by practice and team
- Eastern European primary delivery requires business continuity planning for regulated clients

Who should choose Tensorway?

A typical fit: computer vision systems for quality inspection in manufacturing lines.

Deep learning specialist backed by its parent company's 25-year delivery heritage, with a dedicated computer vision practice covering detection, segmentation, and video analytics. Minimum engagement starts at $10K. Works best with clients in Fintech, Healthcare, Retail, Edtech, E-commerce, SaaS, Manufacturing, Logistics.

Who should choose EPAM Systems?

A typical fit: enterprise AI transformation programmes for Fortune 500 organisations.

Publicly traded 62,000-person firm with proprietary EPAM DIAL AI orchestration platform and AI transformation engineering positioning for global enterprises. Minimum engagement starts at $200K+. Works best with clients in Fintech, Healthcare, Manufacturing, SaaS, Logistics.

Decision matrix: Tensorway vs EPAM Systems

Your situation Recommended choice
You need full-ownership delivery on a defined project scope Tensorway
You need a large dedicated team for an ongoing programme Tensorway
Your budget is at the lower end Tensorway
You need specialist depth in a specific vertical Tensorway
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: Tensorway vs EPAM Systems

Use case Tensorway fit EPAM Systems fit Winner
Computer vision systems for quality inspection in manufacturing lines Strong Limited Tensorway
Real-time video analytics for retail foot traffic and shelf monitoring Strong Limited Tensorway
Enterprise AI transformation programmes for Fortune 500 organisations Strong Strong Both equally
EPAM DIAL deployment for enterprise LLM governance and AI orchestration Limited Strong EPAM Systems
Fixed-price build Limited Limited Both equally
Staff augmentation Strong Limited Tensorway

Verdict: Tensorway vs EPAM Systems

Tensorway (4.6/5) is the stronger overall choice for most Machine Learning Development projects. Deep learning specialist backed by its parent company's 25-year delivery heritage, with a dedicated computer vision practice covering detection, segmentation, and video analytics.

EPAM Systems (3.5/5) is worth a look if you need EPAM DIAL deployment for enterprise LLM governance and AI orchestration. If your situation matches that, EPAM Systems is a competitive option.

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Tensorway vs EPAM Systems FAQ

Is Tensorway better than EPAM Systems?

Tensorway (4.6/5) scores higher overall, but "better" depends on your use case. Tensorway's strongest advantage: deep ML/DL specialisation with a dedicated computer vision practice. EPAM Systems's strongest advantage: publicly listed company provides financial transparency and governance confidence.

How do Tensorway and EPAM Systems differ in pricing?

Tensorway uses fixed project, dedicated team, t&m, retainer pricing with a minimum engagement of $10K. EPAM Systems uses dedicated team, t&m pricing with a minimum engagement of $200K+. Neither firm publishes a full rate card; a discovery call is required for project-specific quotes.

Which is better for enterprise: Tensorway or EPAM Systems?

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 Tensorway and EPAM Systems?

Tensorway's primary differentiator is: deep learning specialist backed by its parent company's 25-year delivery heritage, with a dedicated computer vision practice covering detection, segmentation, and video analytics. EPAM Systems's primary differentiator is: publicly traded 62,000-person firm with proprietary EPAM DIAL AI orchestration platform and AI transformation engineering positioning for global enterprises. They also differ in team size (50–100 vs 60,000+), minimum engagement ($10K vs $200K+), and primary industries served (Fintech, Healthcare vs Fintech, Healthcare).