Cleveroad vs N-iX: full comparison for 2026
Quick verdict
Cleveroad (3.9/5) edges ahead of N-iX (3.8/5) overall. Cleveroad is the better choice for Healthcare, logistics, fintech — Estonia-based full-stack firm. N-iX is the stronger option for enterprises wanting ML bundled with cloud and analytics. The right choice depends on your project size, budget, and required tech stack.
Cleveroad vs N-iX: head-to-head summary
| Criterion | Cleveroad | N-iX |
|---|---|---|
| Founded | 2011 | 2002 |
| HQ | Tallinn, Estonia | Valletta, Malta |
| Team size | 51–200 | 1,001–5,000 |
| Rating | 3.9 / 5 | 3.8 / 5 |
| Primary differentiator | Named to the 2025 Clutch 1000, placing it in the global top 30 highest-rated B2B service providers on the platform | Seven consecutive years of Clutch top global IT services company recognition, combined with dedicated ML and MLOps consulting content |
| Pricing model | Project-based, dedicated team | Time & materials, dedicated team |
| Min. engagement | Not published | Not published |
| Primary tech stack | TensorFlow, OpenCV, Python | AWS, Azure, Google Cloud |
| Industries served | Healthcare, Logistics & Supply Chain, FinTech, Retail & E-commerce | FinTech, Healthcare, Retail & E-commerce, Telecom, Manufacturing |
Cleveroad vs N-iX: overview
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.
N-iX
N-iX was founded in 2002 in Lviv, Ukraine and now lists its headquarters in Valletta, Malta, employing 1,001–5,000 people (reported as 2,400+ professionals) across Europe, the Americas, and APAC. The company offers machine learning development alongside custom software development, digital transformation, technology consulting, cloud services, and data analytics, and has been named a top global IT services company by Clutch for seven consecutive years. Its scale and multi-service breadth place it among the larger generalist engineering firms in this list, with ML as one of several core service lines.
Services and capabilities: Cleveroad vs N-iX
| Capability | Cleveroad | N-iX |
|---|---|---|
| Custom ML Models | ✓ | ✓ |
| Computer Vision | ✓ | ✗ |
| NLP | ✗ | ✗ |
| MLOps | ✗ | ✓ |
| Generative AI | ✓ | ✗ |
| AI Consulting | ✗ | ✓ |
Tech stack comparison: Cleveroad vs N-iX
| Framework / platform | Cleveroad | N-iX |
|---|---|---|
| TensorFlow | ✓ | N/A |
| PyTorch | N/A | N/A |
| AWS | ✓ | ✓ |
| Azure | N/A | ✓ |
| Google Cloud | N/A | ✓ |
| LangChain | N/A | N/A |
| Hugging Face | N/A | N/A |
| Kubernetes | N/A | ✓ |
Pricing comparison: Cleveroad vs N-iX
| Criterion | Cleveroad | N-iX |
|---|---|---|
| Minimum engagement | Not published | Not published |
| Engagement models | Project-based, Dedicated team, Fixed project | Dedicated team, Time & materials, Staff augmentation |
| Rate transparency | Not public | Not public |
| Price tier | Mid-market | Mid-market |
Target audience comparison: Cleveroad vs N-iX
| Dimension | Cleveroad | N-iX |
|---|---|---|
| Best company size | Startup to mid-market | Startup to mid-market |
| Best industries | Healthcare, Logistics & Supply Chain, FinTech | FinTech, Healthcare, Retail & E-commerce |
| Best use cases | 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. | Enterprise wants ML development bundled with broader cloud and digital transformation services from one large vendor., Company needs an MLOps consulting partner with seven consecutive years of Clutch top-IT-services recognition. |
| Typical project type | Project-based | Dedicated team |
Cleveroad vs N-iX: pros and cons
| 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. |
| N-iX | |
|---|---|
| + | Named a top global IT services company by Clutch for seven consecutive years — one of the longest independent-recognition streaks in this list. |
| + | 1,001–5,000 employees (2,400+ professionals) across Europe, the Americas, and APAC provides substantial global delivery capacity. |
| + | 22+ years of operating history (since 2002) with continuity through the relocation of headquarters registration to Malta. |
| + | Publishes original ML/MLOps market research (e.g., its own top-companies and MLOps-consulting roundups), reflecting genuine practice depth. |
| - | Legal headquarters listed in Valletta, Malta while origin and much of delivery remains centered on Lviv, Ukraine — worth confirming contracting jurisdiction. |
| - | At 1,001–5,000 employees, ML is one of several core service lines (alongside cloud, data analytics, digital transformation) rather than the firm's sole focus. |
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.
Who should choose N-iX?
A typical fit: enterprise wants ML development bundled with broader cloud and digital transformation services from one large vendor.
Seven consecutive years of Clutch top global IT services company recognition, combined with dedicated ML and MLOps consulting content. Minimum engagement starts at Not published. Works best with clients in FinTech, Healthcare, Retail & E-commerce, Telecom, Manufacturing.
Decision matrix: Cleveroad vs N-iX
| 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 | Cleveroad |
| Your budget is at the lower end | Compare: Cleveroad (Not published) vs N-iX (Not published) |
| You need specialist depth in a specific vertical | N-iX |
| You need production MLOps support after model launch | N-iX |
| You need consulting before committing to a build | N-iX |
Use case fit: Cleveroad vs N-iX
| Use case | Cleveroad fit | N-iX fit | Winner |
|---|---|---|---|
| Healthcare or logistics company wants an AI feature built by a Clutch 1000-recognized full-stack development firm. | Strong | Limited | Cleveroad |
| Fintech startup needs both application development and ML modeling from a single Estonia-based vendor. | Strong | Limited | Cleveroad |
| Enterprise wants ML development bundled with broader cloud and digital transformation services from one large vendor. | Limited | Strong | N-iX |
| Company needs an MLOps consulting partner with seven consecutive years of Clutch top-IT-services recognition. | Strong | Strong | Both equally |
| Fixed-scope ML build | Limited | Limited | Both equally |
| Ongoing model retraining | Limited | Limited | Both equally |
Verdict: Cleveroad vs N-iX
Cleveroad (3.9/5) is the stronger overall choice for most Machine Learning Development projects. Named to the 2025 Clutch 1000, placing it in the global top 30 highest-rated B2B service providers on the platform.
N-iX (3.8/5) is worth a look if you need company needs an MLOps consulting partner with seven consecutive years of Clutch top-IT-services recognition. If your situation matches that, N-iX is a competitive option.
Related comparisons
Cleveroad vs N-iX FAQ
Is Cleveroad better than N-iX?
Cleveroad (3.9/5) scores higher overall, but "better" depends on your use case. Cleveroad's strongest advantage: 2025 Clutch 1000 placement (top 30 highest-rated global B2B providers) is a strong, independently verified distinction. N-iX's strongest advantage: named a top global IT services company by Clutch for seven consecutive years — one of the longest independent-recognition streaks in this list.
How do Cleveroad and N-iX differ in pricing?
Cleveroad uses project-based, dedicated team pricing with a minimum engagement of Not published. N-iX uses time & materials, 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: Cleveroad or N-iX?
N-iX 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 Cleveroad and N-iX?
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. N-iX's primary differentiator is: seven consecutive years of Clutch top global IT services company recognition, combined with dedicated ML and MLOps consulting content. They also differ in team size (51–200 vs 1,001–5,000), minimum engagement (Not published vs Not published), and primary industries served (Healthcare, Logistics & Supply Chain vs FinTech, Healthcare).