Tensorway vs ELEKS: full comparison for 2026
Last updated: July 2026
Quick verdict
Tensorway (4.8/5) edges ahead of ELEKS (3.9/5) overall. Tensorway is the better choice for mid-market teams needing custom ML builds with full production ownership, from model design to drift monitoring. ELEKS is the stronger option for enterprise clients needing ML within a full-service technology consulting engagement with long-term continuity. The right choice depends on your project size, budget, and required tech stack.
Tensorway vs ELEKS: head-to-head summary
| Criterion | Tensorway | ELEKS |
|---|---|---|
| Founded | 2007 | 1991 |
| HQ | Kharkiv, Ukraine (US office) | Lviv, Ukraine |
| Team size | 250+ | 2,000+ |
| Rating | 4.8 / 5 | 3.9 / 5 |
| Best for | Mid-market teams needing custom ML builds with full production ownership, from model design to drift monitoring | Enterprise clients needing ML within a full-service technology consulting engagement with long-term continuity |
| Pricing model | Fixed project, T&M, retainer | T&M, dedicated team |
| Min. engagement | $15K | $50K+ |
| Primary tech stack | Python, scikit-learn, XGBoost | Python, TensorFlow, PyTorch |
| Industries served | e-commerce, logistics, fintech, healthcare, travel | financial, healthcare, manufacturing, retail, logistics |
Tensorway vs ELEKS: overview
Tensorway
Tensorway is a machine learning engineering firm with roots in Anadea, a software development company founded in 2001, operating as a dedicated ML-focused unit with US and Ukraine offices. The firm specialises in custom ML product builds requiring sustained ownership — covering model design, training infrastructure, MLOps pipelines, and ongoing drift monitoring under one team. Core stack includes Python (scikit-learn, XGBoost, LightGBM), Prophet for time-series, and cloud platforms such as AWS SageMaker and Azure ML. Industries served include e-commerce, logistics, fintech, healthcare, and online travel.
ELEKS
ELEKS was established in 1991 and is headquartered in Lviv, Ukraine, with offices across Europe and North America. The company has 2,000+ engineers and delivers technology consulting, AI/ML services, and enterprise software for Fortune 500 clients globally. ML services include predictive analytics, computer vision, NLP, and intelligent automation. ELEKS celebrated its 30th anniversary in 2021. (Founding year and team size per ELEKS official website and KyivPost article.)
Services and capabilities: Tensorway vs ELEKS
| Capability | Tensorway | ELEKS |
|---|---|---|
| Custom ML build | ✓ | ✓ |
| ML consulting | ✓ | ✓ |
| Computer vision | ✓ | ✓ |
| NLP / LLM | ✓ | ✓ |
| Predictive analytics | ✓ | ✗ |
| MLOps | ✓ | ✗ |
| Data engineering | ✗ | ✓ |
| Generative AI | ✗ | ✗ |
| Staff augmentation | ✗ | ✗ |
| Fixed-price projects | ✓ | ✗ |
| Dedicated team model | ✗ | ✓ |
Tech stack comparison: Tensorway vs ELEKS
| Framework / platform | Tensorway | ELEKS |
|---|---|---|
| Python | ✓ | ✓ |
| TensorFlow | ✓ | ✓ |
| PyTorch | ✓ | ✓ |
| AWS SageMaker | ✓ | N/A |
| Azure ML | ✓ | N/A |
Pricing comparison: Tensorway vs ELEKS
| Criterion | Tensorway | ELEKS |
|---|---|---|
| Minimum engagement | $15K | $50K+ |
| Engagement models | Fixed project, T&M, Retainer | T&M, Dedicated team |
| Rate transparency | Minimum disclosed | Minimum disclosed |
| Price tier | Accessible | Accessible |
Target audience comparison: Tensorway vs ELEKS
| Dimension | Tensorway | ELEKS |
|---|---|---|
| Best company size | Startup to mid-market | Startup to mid-market |
| Best industries | e-commerce, logistics, fintech | financial, healthcare, manufacturing |
| Best use cases | Time-series demand forecasting for e-commerce or logistics, Fraud detection model for fintech | ML integration into enterprise ERP or CRM, Computer vision for manufacturing quality control |
| Typical project type | Fixed project | T&M |
Tensorway vs ELEKS: pros and cons
| Tensorway | |
|---|---|
| + | Full ML lifecycle covered — from scoping to production drift monitoring |
| + | No-handoff model: same team from prototype to deployment |
| + | Strong time-series and predictive analytics specialisation (Prophet, XGBoost) |
| + | Cloud-agnostic: proven on AWS SageMaker and Azure ML |
| + | Flexible engagement: fixed, T&M, or retainer available |
| - | Smaller team than enterprise firms — less suited to Fortune 500 governance requirements |
| - | Non-ML software outside the ML pipeline may need a separate vendor |
| ELEKS | |
|---|---|
| + | 30+ years of enterprise delivery history — very low company risk |
| + | 2,000+ engineers across multiple disciplines |
| + | Proven Fortune 500 delivery capability across multiple verticals |
| + | Wide industry coverage including manufacturing and financial services |
| - | ML practice is secondary to broader software engineering — not ML-first |
| - | Ukraine-based delivery carries geographic risk considerations for some clients |
| - | Less agile than boutique ML specialists for short exploratory projects |
Who should choose Tensorway?
Tensorway is the right choice for mid-market teams needing custom ML builds with full production ownership, from model design to drift monitoring.
Full-lifecycle ML ownership — model design, training infrastructure, and drift monitoring in one team. Minimum engagement starts at $15K. Works best with clients in e-commerce, logistics, fintech, healthcare, travel.
Who should choose ELEKS?
ELEKS is the right choice for enterprise clients needing ML within a full-service technology consulting engagement with long-term continuity.
30+ years of enterprise software delivery — ML within a stable, large-org structure for risk-averse buyers. Minimum engagement starts at $50K+. Works best with clients in financial, healthcare, manufacturing, retail, logistics.
Decision matrix: Tensorway vs ELEKS
| 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 | ELEKS |
| 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 | Tensorway |
Use case fit: Tensorway vs ELEKS
| Use case | Tensorway fit | ELEKS fit | Winner |
|---|---|---|---|
| Time-series demand forecasting for e-commerce or logistics | Strong | Limited | Tensorway |
| Fraud detection model for fintech | Strong | Limited | Tensorway |
| ML integration into enterprise ERP or CRM | Strong | Strong | Both equally |
| Computer vision for manufacturing quality control | Limited | Strong | ELEKS |
| Fixed-price build | Limited | Limited | Both equally |
| Staff augmentation | Limited | Limited | Both equally |
Verdict: Tensorway vs ELEKS
Tensorway (4.8/5) is the stronger overall choice for most Machine Learning projects. Full-lifecycle ML ownership — model design, training infrastructure, and drift monitoring in one team. It is best for mid-market teams needing custom ML builds with full production ownership, from model design to drift monitoring.
ELEKS (3.9/5) is the better choice when enterprise clients needing ML within a full-service technology consulting engagement with long-term continuity. If your situation matches those criteria, ELEKS is a competitive option.
Related comparisons
Tensorway vs ELEKS FAQ
Is Tensorway better than ELEKS?
Tensorway (4.8/5) scores higher overall, but "better" depends on your use case. Tensorway is better for mid-market teams needing custom ML builds with full production ownership, from model design to drift monitoring. ELEKS is better for enterprise clients needing ML within a full-service technology consulting engagement with long-term continuity.
How do Tensorway and ELEKS differ in pricing?
Tensorway uses fixed project, t&m, retainer pricing with a minimum engagement of $15K. ELEKS uses t&m, dedicated team pricing with a minimum engagement of $50K+. Neither firm publishes a full rate card; a discovery call is required for project-specific quotes.
Which is better for enterprise: Tensorway or ELEKS?
ELEKS 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 Tensorway and ELEKS?
Tensorway's primary differentiator is: full-lifecycle ml ownership — model design, training infrastructure, and drift monitoring in one team. ELEKS's primary differentiator is: 30+ years of enterprise software delivery — ml within a stable, large-org structure for risk-averse buyers. They also differ in team size (250+ vs 2,000+), minimum engagement ($15K vs $50K+), and primary industries served (e-commerce, logistics vs financial, healthcare).
Last reviewed: July 2026. Verify all details directly with each agency before making a decision.