MobiDev vs N-iX: full comparison for 2026
Last updated: July 2026
Quick verdict
MobiDev (4.3/5) edges ahead of N-iX (3.8/5) overall. MobiDev is the better choice for uS and EU companies that want an ML vendor with a dedicated 2018-founded AI practice inside a larger, established engineering firm.. N-iX is the stronger option for enterprises wanting ML development bundled with broader cloud, data analytics, and digital transformation services at scale.. The right choice depends on your project size, budget, and required tech stack.
MobiDev vs N-iX: head-to-head summary
| Criterion | MobiDev | N-iX |
|---|---|---|
| Founded | 2009 | 2002 |
| HQ | Atlanta, Georgia, United States | Valletta, Malta |
| Team size | 201–500 | 1,001–5,000 |
| Rating | 4.3 / 5 | 3.8 / 5 |
| Best for | US and EU companies that want an ML vendor with a dedicated 2018-founded AI practice inside a larger, established engineering firm. | Enterprises wanting ML development bundled with broader cloud, data analytics, and digital transformation services at scale. |
| Pricing model | Time & materials, dedicated team | Time & materials, dedicated team |
| Min. engagement | Not published | Not published |
| Primary tech stack | TensorFlow, PyTorch, OpenCV | AWS, Azure, Google Cloud |
| Industries served | Healthcare, Retail & E-commerce, FinTech, Manufacturing | FinTech, Healthcare, Retail & E-commerce, Telecom, Manufacturing |
MobiDev vs N-iX: overview
MobiDev
MobiDev was founded in 2009 and is headquartered in Atlanta, Georgia, with R&D centers in Lodz, Poland and Chernivtsi, Ukraine staffing roughly 400 engineers. The company extended into dedicated AI consulting and engineering in 2018 and was recognized by Clutch as the #1 Machine Learning development company in 2021. Employee-count sources vary — Clutch cites around 150, while company materials cite 400+ — so prospective clients should confirm current team size for their specific engagement.
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: MobiDev vs N-iX
| Capability | MobiDev | N-iX |
|---|---|---|
| Custom ML Models | ✓ | ✓ |
| Computer Vision | ✓ | ✗ |
| NLP | ✓ | ✗ |
| MLOps | ✓ | ✓ |
| Generative AI | ✗ | ✗ |
| AI Consulting | ✗ | ✓ |
Tech stack comparison: MobiDev vs N-iX
| Framework / platform | MobiDev | N-iX |
|---|---|---|
| TensorFlow | ✓ | N/A |
| PyTorch | ✓ | N/A |
| AWS | ✓ | ✓ |
| Azure | ✓ | ✓ |
| Google Cloud | N/A | ✓ |
| LangChain | N/A | N/A |
| Hugging Face | N/A | N/A |
| Kubernetes | N/A | ✓ |
Pricing comparison: MobiDev vs N-iX
| Criterion | MobiDev | N-iX |
|---|---|---|
| Minimum engagement | Not published | Not published |
| Engagement models | Dedicated team, Time & materials, Fixed project | Dedicated team, Time & materials, Staff augmentation |
| Rate transparency | Not public | Not public |
| Price tier | Mid-market | Mid-market |
Target audience comparison: MobiDev vs N-iX
| Dimension | MobiDev | N-iX |
|---|---|---|
| Best company size | Startup to mid-market | Startup to mid-market |
| Best industries | Healthcare, Retail & E-commerce, FinTech | FinTech, Healthcare, Retail & E-commerce |
| Best use cases | Healthcare or retail company wants a Clutch-recognized top ML vendor for a computer vision or NLP project., Company needs geographic delivery redundancy across two R&D centers (Poland, Ukraine). | 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 | Dedicated team | Dedicated team |
MobiDev vs N-iX: pros and cons
| MobiDev | |
|---|---|
| + | Clutch's #1 Machine Learning development company ranking in 2021 is a third-party, verifiable recognition rather than self-reported. |
| + | Dedicated AI consulting/engineering practice since 2018, not a general software shop retrofitting AI onto its offering. |
| + | Dual R&D centers in Poland and Ukraine provide geographic delivery redundancy. |
| + | 15+ years of company history (since 2009) predates the current AI hiring boom, indicating organic rather than opportunistic AI growth. |
| - | Employee-count sources conflict meaningfully (150 on Clutch vs. 400+ on company materials) — confirm current AI-team headcount directly before contracting. |
| - | US headquarters is primarily a commercial front office; delivery is centered in Poland/Ukraine, which is standard for the model but worth knowing upfront. |
| 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 MobiDev?
MobiDev is the right choice for uS and EU companies that want an ML vendor with a dedicated 2018-founded AI practice inside a larger, established engineering firm..
Clutch's #1-ranked Machine Learning development company (2021), with a dedicated AI practice since 2018.. Minimum engagement starts at Not published. Works best with clients in Healthcare, Retail & E-commerce, FinTech, Manufacturing.
Who should choose N-iX?
N-iX is the right choice for enterprises wanting ML development bundled with broader cloud, data analytics, and digital transformation services at scale..
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: MobiDev vs N-iX
| Your situation | Recommended choice |
|---|---|
| You need full-ownership delivery on a defined project scope | MobiDev |
| You need a large dedicated team for an ongoing programme | MobiDev |
| Your budget is at the lower end | Compare: MobiDev (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 | Both offer MLOps support |
| You need consulting before committing to a build | N-iX |
Use case fit: MobiDev vs N-iX
| Use case | MobiDev fit | N-iX fit | Winner |
|---|---|---|---|
| Healthcare or retail company wants a Clutch-recognized top ML vendor for a computer vision or NLP project. | Strong | Limited | MobiDev |
| Company needs geographic delivery redundancy across two R&D centers (Poland, Ukraine). | Strong | Strong | Both equally |
| 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: MobiDev vs N-iX
MobiDev (4.3/5) is the stronger overall choice for most Machine Learning Development projects. Clutch's #1-ranked Machine Learning development company (2021), with a dedicated AI practice since 2018.. It is best for uS and EU companies that want an ML vendor with a dedicated 2018-founded AI practice inside a larger, established engineering firm..
N-iX (3.8/5) is the better choice when enterprises wanting ML development bundled with broader cloud, data analytics, and digital transformation services at scale.. If your situation matches those criteria, N-iX is a competitive option.
Related comparisons
MobiDev vs N-iX FAQ
Is MobiDev better than N-iX?
MobiDev (4.3/5) scores higher overall, but "better" depends on your use case. MobiDev is better for uS and EU companies that want an ML vendor with a dedicated 2018-founded AI practice inside a larger, established engineering firm.. N-iX is better for enterprises wanting ML development bundled with broader cloud, data analytics, and digital transformation services at scale..
How do MobiDev and N-iX differ in pricing?
MobiDev uses time & materials, 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: MobiDev 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 MobiDev and N-iX?
MobiDev's primary differentiator is: clutch's #1-ranked machine learning development company (2021), with a dedicated ai practice since 2018.. 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 (201–500 vs 1,001–5,000), minimum engagement (Not published vs Not published), and primary industries served (Healthcare, Retail & E-commerce vs FinTech, Healthcare).
Last reviewed: July 2026. Verify all details directly with each company before making a decision.