Zfort Group vs Cleveroad: full comparison for 2026
Last updated: July 2026
Quick verdict
Zfort Group (4.0/5) edges ahead of Cleveroad (3.9/5) overall. Zfort Group is the better choice for companies wanting a long-established (24+ year) software firm's dedicated ML practice rather than a newer AI-only startup.. Cleveroad is the stronger option for healthcare, logistics, and fintech companies wanting an Estonia-based full-stack development firm with an AI practice.. The right choice depends on your project size, budget, and required tech stack.
Zfort Group vs Cleveroad: head-to-head summary
| Criterion | Zfort Group | Cleveroad |
|---|---|---|
| Founded | 2000 | 2011 |
| HQ | Kharkiv, Ukraine | Tallinn, Estonia |
| Team size | 193 | 51–200 |
| Rating | 4.0 / 5 | 3.9 / 5 |
| Best for | Companies wanting a long-established (24+ year) software firm's dedicated ML practice rather than a newer AI-only startup. | Healthcare, logistics, and fintech companies wanting an Estonia-based full-stack development firm with an AI practice. |
| Pricing model | Project-based, time & materials | Project-based, dedicated team |
| Min. engagement | Not published | Not published |
| Primary tech stack | Python, TensorFlow, spaCy | TensorFlow, OpenCV, Python |
| Industries served | Retail & E-commerce, Media & Entertainment, FinTech | Healthcare, Logistics & Supply Chain, FinTech, Retail & E-commerce |
Zfort Group vs Cleveroad: overview
Zfort Group
Zfort Group was founded in 2000 and is headquartered in Kharkiv, Ukraine, with representative offices in the USA, UK, Canada, Australia, and Israel, and approximately 193 employees across four continents as of mid-2025. The company's machine learning practice covers consulting, data analysis, and engineering across data science, NLP, computer vision, predictive analytics, deep learning, and recommendation systems, alongside a separate blockchain development line. Zfort holds a 5-star rating on Clutch, and its 24+ years of operating history (since 2000) predates most competitors in this list.
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: Zfort Group vs Cleveroad
| Capability | Zfort Group | Cleveroad |
|---|---|---|
| Custom ML Models | ✗ | ✓ |
| Computer Vision | ✓ | ✓ |
| NLP | ✓ | ✗ |
| MLOps | ✗ | ✗ |
| Generative AI | ✗ | ✓ |
| AI Consulting | ✗ | ✗ |
Tech stack comparison: Zfort Group vs Cleveroad
| Framework / platform | Zfort Group | Cleveroad |
|---|---|---|
| TensorFlow | ✓ | ✓ |
| PyTorch | N/A | 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: Zfort Group vs Cleveroad
| Criterion | Zfort Group | Cleveroad |
|---|---|---|
| Minimum engagement | Not published | Not published |
| Engagement models | Project-based, Time & materials, Dedicated team | Project-based, Dedicated team, Fixed project |
| Rate transparency | Not public | Not public |
| Price tier | Mid-market | Mid-market |
Target audience comparison: Zfort Group vs Cleveroad
| Dimension | Zfort Group | Cleveroad |
|---|---|---|
| Best company size | Startup to mid-market | Startup to mid-market |
| Best industries | Retail & E-commerce, Media & Entertainment, FinTech | Healthcare, Logistics & Supply Chain, FinTech |
| Best use cases | Company wants a long-established vendor with a 5-star Clutch rating for an NLP or computer vision project., Retail or media client needs a recommendation system built by a team with deep-learning and predictive-analytics experience. | 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 | Project-based | Project-based |
Zfort Group vs Cleveroad: pros and cons
| Zfort Group | |
|---|---|
| + | 5-star Clutch rating reflects strong client satisfaction on the platform. |
| + | 24+ years of operating history (since 2000) is among the longest in this list, indicating institutional stability through multiple technology cycles. |
| + | Broad ML sub-specialty coverage (NLP, computer vision, predictive analytics, recommendation systems) under one practice. |
| + | Representative offices across five countries provide time-zone flexibility for global clients. |
| - | 193-person team splits attention across ML and a separate blockchain development practice, rather than being AI-exclusive. |
| - | Being founded in 2000 as a general software firm means its AI practice, while broad, is one line of business rather than the company's sole identity. |
| 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 Zfort Group?
Zfort Group is the right choice for companies wanting a long-established (24+ year) software firm's dedicated ML practice rather than a newer AI-only startup..
One of the longest-operating firms in this list (founded 2000) with a 5-star Clutch rating and broad ML sub-specialty coverage.. Minimum engagement starts at Not published. Works best with clients in Retail & E-commerce, Media & Entertainment, FinTech.
Who should choose Cleveroad?
Cleveroad is the right choice for healthcare, logistics, and fintech companies wanting an Estonia-based full-stack development firm with an AI practice..
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: Zfort Group vs Cleveroad
| Your situation | Recommended choice |
|---|---|
| You need full-ownership delivery on a defined project scope | Cleveroad |
| You need a large dedicated team for an ongoing programme | Zfort Group |
| Your budget is at the lower end | Compare: Zfort Group (Not published) vs Cleveroad (Not published) |
| You need specialist depth in a specific vertical | Cleveroad |
| 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: Zfort Group vs Cleveroad
| Use case | Zfort Group fit | Cleveroad fit | Winner |
|---|---|---|---|
| Company wants a long-established vendor with a 5-star Clutch rating for an NLP or computer vision project. | Strong | Strong | Both equally |
| Retail or media client needs a recommendation system built by a team with deep-learning and predictive-analytics experience. | Strong | Limited | Zfort Group |
| Healthcare or logistics company wants an AI feature built by a Clutch 1000-recognized full-stack development firm. | Limited | Strong | Cleveroad |
| Fintech startup needs both application development and ML modeling from a single Estonia-based vendor. | Limited | Strong | Cleveroad |
| Fixed-scope ML build | Limited | Limited | Both equally |
| Ongoing model retraining | Limited | Limited | Both equally |
Verdict: Zfort Group vs Cleveroad
Zfort Group (4.0/5) is the stronger overall choice for most Machine Learning Development projects. One of the longest-operating firms in this list (founded 2000) with a 5-star Clutch rating and broad ML sub-specialty coverage.. It is best for companies wanting a long-established (24+ year) software firm's dedicated ML practice rather than a newer AI-only startup..
Cleveroad (3.9/5) is the better choice when healthcare, logistics, and fintech companies wanting an Estonia-based full-stack development firm with an AI practice.. If your situation matches those criteria, Cleveroad is a competitive option.
Related comparisons
Zfort Group vs Cleveroad FAQ
Is Zfort Group better than Cleveroad?
Zfort Group (4.0/5) scores higher overall, but "better" depends on your use case. Zfort Group is better for companies wanting a long-established (24+ year) software firm's dedicated ML practice rather than a newer AI-only startup.. Cleveroad is better for healthcare, logistics, and fintech companies wanting an Estonia-based full-stack development firm with an AI practice..
How do Zfort Group and Cleveroad differ in pricing?
Zfort Group uses project-based, time & materials pricing with a minimum engagement of Not published. 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: Zfort Group 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 Zfort Group and Cleveroad?
Zfort Group's primary differentiator is: one of the longest-operating firms in this list (founded 2000) with a 5-star clutch rating and broad ml sub-specialty coverage.. 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 (193 vs 51–200), minimum engagement (Not published vs Not published), and primary industries served (Retail & E-commerce, Media & Entertainment vs Healthcare, Logistics & Supply Chain).
Last reviewed: July 2026. Verify all details directly with each company before making a decision.