Tensorway vs Cleveroad: full comparison for 2026
Quick verdict
Tensorway (4.6/5) edges ahead of Cleveroad (3.9/5) overall. Tensorway is the better choice for Fintech, healthcare, retail — boutique EU-based ML vendor. Cleveroad is the stronger option for Healthcare, logistics, fintech — Estonia-based full-stack firm. The right choice depends on your project size, budget, and required tech stack.
Tensorway vs Cleveroad: head-to-head summary
| Criterion | Tensorway | Cleveroad |
|---|---|---|
| Founded | 2019 | 2011 |
| HQ | Alicante, Spain | Tallinn, Estonia |
| Team size | 50–249 | 51–200 |
| Rating | 4.6 / 5 | 3.9 / 5 |
| Primary differentiator | AI boutique backed by 20+ years of software delivery experience via parent company | Named to the 2025 Clutch 1000, placing it in the global top 30 highest-rated B2B service providers on the platform |
| Pricing model | Dedicated team, fixed project, retainer, time & materials | Project-based, dedicated team |
| Min. engagement | $10,000+ | Not published |
| Primary tech stack | TensorFlow, PyTorch, OpenCV | TensorFlow, OpenCV, Python |
| Industries served | FinTech, Healthcare, Retail & E-commerce, EdTech | Healthcare, Logistics & Supply Chain, FinTech, Retail & E-commerce |
Tensorway vs Cleveroad: overview
Tensorway
Tensorway was founded in 2019 as an AI-focused unit of an established software development company with 20+ years in the market. Based in Alicante, Spain with a team in the 50–249 band, 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 its parent company before signing.
Cleveroad
Cleveroad was founded in 2011 and is headquartered in Tallinn, Estonia, with an R&D center there and additional delivery staff across five countries. The company has built more than a decade of experience in healthcare, logistics, fintech, and retail, delivering web and mobile applications alongside AI/ML solutions and dedicated development teams. Cleveroad was named to the 2025 Clutch 1000 — placing it among the top 30 highest-rated B2B service providers globally on the platform — though reported employee counts vary between roughly 50 and 200.
Services and capabilities: Tensorway vs Cleveroad
| Capability | Tensorway | Cleveroad |
|---|---|---|
| Custom ML Models | ✓ | ✓ |
| Computer Vision | ✓ | ✓ |
| NLP | ✓ | ✗ |
| MLOps | ✗ | ✗ |
| Generative AI | ✓ | ✓ |
| AI Consulting | ✗ | ✗ |
Tech stack comparison: Tensorway vs Cleveroad
| Framework / platform | Tensorway | Cleveroad |
|---|---|---|
| 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 Cleveroad
| Criterion | Tensorway | Cleveroad |
|---|---|---|
| Minimum engagement | $10,000+ | Not published |
| Engagement models | Dedicated team, Fixed project, Retainer, Time & materials | Project-based, Dedicated team, Fixed project |
| Rate transparency | Minimum disclosed | Not public |
| Price tier | Accessible | Mid-market |
Target audience comparison: Tensorway vs Cleveroad
| Dimension | Tensorway | Cleveroad |
|---|---|---|
| Best company size | Startup to mid-market | Startup to mid-market |
| Best industries | FinTech, Healthcare, Retail & E-commerce | Healthcare, Logistics & Supply Chain, FinTech |
| 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. | Healthcare or logistics company wants an AI feature built by a Clutch 1000-recognized full-stack development firm., Fintech startup needs both application development and ML modeling from a single Estonia-based vendor. |
| Typical project type | Dedicated team | Project-based |
Tensorway vs Cleveroad: pros and cons
| Tensorway | |
|---|---|
| + | Established project-management and QA processes for predictable, well-documented delivery. |
| + | 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. |
| - | 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. |
| Cleveroad | |
|---|---|
| + | 2025 Clutch 1000 placement (top 30 highest-rated global B2B providers) is a strong, independently verified distinction. |
| + | 13+ years of operating history (since 2011) with consistent focus on healthcare, logistics, and fintech verticals. |
| + | AI-assisted development services line reflects the firm keeping pace with modern AI-augmented delivery practices, not just AI as a client-facing product line. |
| - | Employee-count sources conflict meaningfully (50 vs. 51–200), so confirm current AI-specific team size before contracting. |
| - | AI/ML is one of several service lines (alongside general web/mobile development) rather than the firm's primary identity. |
Who should choose Tensorway?
A typical fit: fintech or healthcare startup needs a computer vision or NLP model built with ongoing retraining support.
AI boutique backed by 20+ years of software delivery experience via parent company. Minimum engagement starts at $10,000+. Works best with clients in FinTech, Healthcare, Retail & E-commerce, EdTech.
Who should choose Cleveroad?
A typical fit: healthcare or logistics company wants an AI feature built by a Clutch 1000-recognized full-stack development firm.
Named to the 2025 Clutch 1000, placing it in the global top 30 highest-rated B2B service providers on the platform. Minimum engagement starts at Not published. Works best with clients in Healthcare, Logistics & Supply Chain, FinTech, Retail & E-commerce.
Decision matrix: Tensorway vs Cleveroad
| 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 | Compare: Tensorway ($10,000+) vs Cleveroad (Not published) |
| 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 | Both may offer discovery engagements |
Use case fit: Tensorway vs Cleveroad
| Use case | Tensorway fit | Cleveroad fit | Winner |
|---|---|---|---|
| Fintech or healthcare startup needs a computer vision or NLP model built with ongoing retraining support. | Strong | Strong | Both equally |
| Retail company wants a boutique EU vendor instead of a large outsourcing firm for a scoped ML project. | Strong | Limited | Tensorway |
| Healthcare or logistics company wants an AI feature built by a Clutch 1000-recognized full-stack development firm. | Strong | Strong | Both equally |
| Fintech startup needs both application development and ML modeling from a single Estonia-based vendor. | Strong | Strong | Both equally |
| Fixed-scope ML build | Limited | Limited | Both equally |
| Ongoing model retraining | Strong | Limited | Tensorway |
Verdict: Tensorway vs Cleveroad
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.
Cleveroad (3.9/5) is worth a look if you need fintech startup needs both application development and ML modeling from a single Estonia-based vendor. If your situation matches that, Cleveroad is a competitive option.
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Tensorway vs Cleveroad FAQ
Is Tensorway better than Cleveroad?
Tensorway (4.6/5) scores higher overall, but "better" depends on your use case. Tensorway's strongest advantage: established project-management and QA processes for predictable, well-documented delivery. Cleveroad's strongest advantage: 2025 Clutch 1000 placement (top 30 highest-rated global B2B providers) is a strong, independently verified distinction.
How do Tensorway and Cleveroad differ in pricing?
Tensorway uses dedicated team, fixed project, retainer, time & materials pricing with a minimum engagement of $10,000+. Cleveroad uses project-based, dedicated team 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: Tensorway or Cleveroad?
Cleveroad 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 Cleveroad?
Tensorway's primary differentiator is: AI boutique backed by 20+ years of software delivery experience via parent company. Cleveroad's primary differentiator is: named to the 2025 Clutch 1000, placing it in the global top 30 highest-rated B2B service providers on the platform. They also differ in team size (50–249 vs 51–200), minimum engagement ($10,000+ vs Not published), and primary industries served (FinTech, Healthcare vs Healthcare, Logistics & Supply Chain).