Tensorway vs Existek: full comparison for 2026
Last updated: July 2026
Quick verdict
Tensorway (4.6/5) edges ahead of Existek (3.9/5) overall. Tensorway is the better choice for fintech, healthcare, and retail companies that want a boutique EU-based ML vendor with an established software-delivery parent.. Existek is the stronger option for mid-market companies wanting a Clutch-recognized offshore development firm with AI as an add-on service.. The right choice depends on your project size, budget, and required tech stack.
Tensorway vs Existek: head-to-head summary
| Criterion | Tensorway | Existek |
|---|---|---|
| Founded | 2019 | 2012 |
| HQ | Alicante, Spain | Bucharest, Romania |
| Team size | 50–249 | 50–249 |
| Rating | 4.6 / 5 | 3.9 / 5 |
| Best for | Fintech, healthcare, and retail companies that want a boutique EU-based ML vendor with an established software-delivery parent. | Mid-market companies wanting a Clutch-recognized offshore development firm with AI as an add-on service. |
| Pricing model | Project-based, time & materials | Project-based, dedicated team |
| Min. engagement | $10,000+ | $25,000+ |
| Primary tech stack | TensorFlow, PyTorch, OpenCV | Python, TensorFlow, AWS |
| Industries served | FinTech, Healthcare, Retail & E-commerce, EdTech | Healthcare, Oil & Gas, Education, Business Intelligence |
Tensorway vs Existek: overview
Tensorway
Tensorway was founded in 2019 as an AI-focused unit of Anadea, a 20+ year software development company, and had its public launch in 2023. Based in Alicante, Spain with a team in the 50–249 band (per Clutch), the firm delivers machine learning, deep learning, computer vision, and NLP projects for fintech, healthcare, retail, and edtech clients, with post-deployment model retraining and 24/7 support included in its engagement model. Because Tensorway operates as a spin-out rather than a fully independent company, prospective clients should confirm current ownership and delivery-team overlap with Anadea before signing.
Existek
Existek was founded in 2012 and operates with a 50–249 person team split across Bucharest, Romania and Vinnytsia, Ukraine, delivering custom software development, dedicated team staffing, and AI development services for clients in business intelligence, healthcare, oil & gas, and education. The company has been recognized by Clutch as a top developer in both Ukraine and Romania and holds a near-perfect 4.9 rating on the platform, with hourly rates of $50–$99/hr and a minimum project size of $25,000+. Its AI services page is comparatively general, offering less publicly documented technical specificity than boutique ML specialists in this list.
Services and capabilities: Tensorway vs Existek
| Capability | Tensorway | Existek |
|---|---|---|
| Custom ML Models | ✓ | ✓ |
| Computer Vision | ✓ | ✗ |
| NLP | ✓ | ✗ |
| MLOps | ✗ | ✗ |
| Generative AI | ✓ | ✗ |
| AI Consulting | ✗ | ✓ |
Tech stack comparison: Tensorway vs Existek
| Framework / platform | Tensorway | Existek |
|---|---|---|
| TensorFlow | ✓ | ✓ |
| PyTorch | ✓ | N/A |
| AWS | ✓ | ✓ |
| Azure | N/A | N/A |
| Google Cloud | N/A | N/A |
| LangChain | N/A | N/A |
| Hugging Face | N/A | N/A |
| Kubernetes | N/A | N/A |
Pricing comparison: Tensorway vs Existek
| Criterion | Tensorway | Existek |
|---|---|---|
| Minimum engagement | $10,000+ | $25,000+ |
| Engagement models | Project-based, Time & materials | Project-based, Dedicated team |
| Rate transparency | Minimum disclosed | Minimum disclosed |
| Price tier | Accessible | Mid-market |
Target audience comparison: Tensorway vs Existek
| Dimension | Tensorway | Existek |
|---|---|---|
| Best company size | Startup to mid-market | Startup to mid-market |
| Best industries | FinTech, Healthcare, Retail & E-commerce | Healthcare, Oil & Gas, Education |
| Best use cases | Fintech or healthcare startup needs a computer vision or NLP model built with ongoing retraining support., Retail company wants a boutique EU vendor instead of a large outsourcing firm for a scoped ML project. | Mid-market company wants a Clutch-recognized offshore vendor with a $25K+ entry point for an AI-adjacent project., Oil & gas or business intelligence company needs custom software plus AI/ML from a single vendor. |
| Typical project type | Project-based | Project-based |
Tensorway vs Existek: pros and cons
| Tensorway | |
|---|---|
| + | Backed by Anadea's 20+ years of software delivery experience, reducing the operational-risk profile typical of a 2019-founded firm. |
| + | Post-deployment model retraining and 24/7 support are included rather than sold as a separate line item. |
| + | $10,000+ minimum project size is accessible for mid-sized fintech and healthcare teams, not just large enterprises. |
| + | Focused service scope (ML, DL, computer vision, NLP) avoids the generalist sprawl of larger IT outsourcers. |
| - | As a unit spun out of Anadea in 2019 with a 2023 public launch, its independent track record is shorter than its 20-year parent-company narrative implies. |
| - | 50–249 employee band (per Clutch) is wide, making it hard to confirm how many staff are dedicated specifically to ML work. |
| - | Smaller public case-study footprint than larger regional peers like SoftServe or N-iX. |
| Existek | |
|---|---|
| + | 4.9 near-perfect Clutch rating with top-developer recognition in both Ukraine and Romania. |
| + | $25,000+ minimum project size is more accessible than large enterprise-only vendors like EPAM. |
| + | 12+ years of operating history (since 2012) with dual-country delivery presence. |
| + | Serves niche industries (oil & gas, business intelligence) less commonly covered by boutique AI specialists. |
| - | Publicly available technical detail on Existek's specific AI/ML methodology is thinner than boutique specialists like Neurons Lab or Provectus. |
| - | AI development is one of several service lines (custom software, staff augmentation) rather than the firm's exclusive focus. |
Who should choose Tensorway?
Tensorway is the right choice for fintech, healthcare, and retail companies that want a boutique EU-based ML vendor with an established software-delivery parent..
AI boutique backed by 20+ years of software delivery experience via parent company Anadea.. Minimum engagement starts at $10,000+. Works best with clients in FinTech, Healthcare, Retail & E-commerce, EdTech.
Who should choose Existek?
Existek is the right choice for mid-market companies wanting a Clutch-recognized offshore development firm with AI as an add-on service..
4.9 Clutch rating with dual Ukraine/Romania Clutch top-developer recognition and a $25,000+ accessible entry point.. Minimum engagement starts at $25,000+. Works best with clients in Healthcare, Oil & Gas, Education, Business Intelligence.
Decision matrix: Tensorway vs Existek
| Your situation | Recommended choice |
|---|---|
| You need full-ownership delivery on a defined project scope | Both offer fixed-price models |
| You need a large dedicated team for an ongoing programme | Existek |
| Your budget is at the lower end | Tensorway |
| You need specialist depth in a specific vertical | Tensorway |
| You need production MLOps support after model launch | Both offer MLOps support |
| You need consulting before committing to a build | Existek |
Use case fit: Tensorway vs Existek
| Use case | Tensorway fit | Existek fit | Winner |
|---|---|---|---|
| Fintech or healthcare startup needs a computer vision or NLP model built with ongoing retraining support. | Strong | Limited | Tensorway |
| Retail company wants a boutique EU vendor instead of a large outsourcing firm for a scoped ML project. | Strong | Limited | Tensorway |
| Mid-market company wants a Clutch-recognized offshore vendor with a $25K+ entry point for an AI-adjacent project. | Limited | Strong | Existek |
| Oil & gas or business intelligence company needs custom software plus AI/ML from a single vendor. | Limited | Strong | Existek |
| Fixed-scope ML build | Limited | Limited | Both equally |
| Ongoing model retraining | Strong | Limited | Tensorway |
Verdict: Tensorway vs Existek
Tensorway (4.6/5) is the stronger overall choice for most Machine Learning Development projects. AI boutique backed by 20+ years of software delivery experience via parent company Anadea.. It is best for fintech, healthcare, and retail companies that want a boutique EU-based ML vendor with an established software-delivery parent..
Existek (3.9/5) is the better choice when mid-market companies wanting a Clutch-recognized offshore development firm with AI as an add-on service.. If your situation matches those criteria, Existek is a competitive option.
Related comparisons
Tensorway vs Existek FAQ
Is Tensorway better than Existek?
Tensorway (4.6/5) scores higher overall, but "better" depends on your use case. Tensorway is better for fintech, healthcare, and retail companies that want a boutique EU-based ML vendor with an established software-delivery parent.. Existek is better for mid-market companies wanting a Clutch-recognized offshore development firm with AI as an add-on service..
How do Tensorway and Existek differ in pricing?
Tensorway uses project-based, time & materials pricing with a minimum engagement of $10,000+. Existek uses project-based, dedicated team pricing with a minimum engagement of $25,000+. Neither firm publishes a full rate card; a discovery call is required for project-specific quotes.
Which is better for enterprise: Tensorway or Existek?
Tensorway 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 Existek?
Tensorway's primary differentiator is: ai boutique backed by 20+ years of software delivery experience via parent company anadea.. Existek's primary differentiator is: 4.9 clutch rating with dual ukraine/romania clutch top-developer recognition and a $25,000+ accessible entry point.. They also differ in team size (50–249 vs 50–249), minimum engagement ($10,000+ vs $25,000+), and primary industries served (FinTech, Healthcare vs Healthcare, Oil & Gas).
Last reviewed: July 2026. Verify all details directly with each company before making a decision.