Best Machine Learning Development Agencies

N-iX vs MobiDev: full comparison for 2026

Last updated: July 2026

Quick verdict

MobiDev (4.2/5) edges ahead of N-iX (4.0/5) overall. MobiDev is the better choice for retail, hospitality, and health/fitness companies wanting a mid-size firm with a proven, product-specific AI/ML delivery track record.. N-iX is the stronger option for mid-to-large enterprises, including Fortune 500 clients, wanting a European-headquartered engineering partner with a dedicated ML/AI service line.. The right choice depends on your project size, budget, and required tech stack.

N-iX vs MobiDev: head-to-head summary

Criterion N-iX MobiDev
Founded 2002 2009
HQ Valletta, Malta Atlanta, Georgia, USA
Team size 1,001–5,000 201–500
Rating 4.0 / 5 4.2 / 5
Best for Mid-to-large enterprises, including Fortune 500 clients, wanting a European-headquartered engineering partner with a dedicated ML/AI service line. Retail, hospitality, and health/fitness companies wanting a mid-size firm with a proven, product-specific AI/ML delivery track record.
Pricing model Fixed project, dedicated team, staff augmentation Fixed project and dedicated team
Min. engagement Not published $20K
Primary tech stack Python, TensorFlow, AWS Python, TensorFlow, OpenCV
Industries served Financial Services, Manufacturing, Supply Chain, Retail Retail, Hospitality, Health & Fitness, Sports

N-iX vs MobiDev: overview

N-iX

N-iX began in 2002 as Novellix, building Linux-platform applications out of Lviv, Ukraine, before Novell acquired the underlying technology and the founding team continued independently as N-iX. The company is now headquartered in Valletta, Malta, with roughly 2,400 engineers across Europe, the Americas, and APAC, and offers dedicated machine learning and AI development services alongside cloud, data, and embedded software.

MobiDev

MobiDev is a custom software development company founded in 2009, headquartered in Atlanta, Georgia, with R&D centers in Lodz, Poland and Chernivtsi, Ukraine, and roughly 290–400 engineers. CEO Oleg Lola initiated a dedicated AI/ML practice in 2018, and the company has since delivered more than 65 AI/ML products, concentrated in retail, hospitality, fitness, sports, and health/wellness.

Services and capabilities: N-iX vs MobiDev

Capability N-iX MobiDev
Custom ML model development
Deep learning & computer vision
NLP & LLM / Generative AI
MLOps & production deployment
Data engineering
AI strategy consulting
Staff augmentation

Tech stack comparison: N-iX vs MobiDev

Framework / platform N-iX MobiDev
Python
TensorFlow
PyTorch N/A N/A
AWS
Azure N/A
Google Cloud N/A N/A
Kubernetes N/A N/A
Databricks N/A N/A
LangChain N/A N/A

Pricing comparison: N-iX vs MobiDev

Criterion N-iX MobiDev
Minimum engagement Not published $20K
Engagement models Fixed project, Dedicated team, Staff augmentation Fixed project, Dedicated team
Rate transparency Not public Minimum disclosed
Price tier Enterprise / not published Accessible

Target audience comparison: N-iX vs MobiDev

Dimension N-iX MobiDev
Best company size Startup to mid-market Startup to mid-market
Best industries Financial Services, Manufacturing, Supply Chain Retail, Hospitality, Health & Fitness
Best use cases Fortune 500 finance, manufacturing, or retail clients needing dedicated ML/AI delivery, Supply-chain forecasting or optimization models built alongside broader data engineering Retail or hospitality companies wanting computer-vision or recommendation features built into an existing product, Health and fitness apps needing an ML-driven personalization or tracking feature
Typical project type Fixed project Fixed project

N-iX vs MobiDev: pros and cons

N-iX
+ 23 years of operating history with an unusual origin story rooted in a Novell technology acquisition
+ 2,400+ engineers serving Fortune 500 clients supports substantial delivery capacity
+ Dedicated machine learning and AI service line rather than ML folded entirely into generic "data" work
+ European headquarters (Malta) with delivery across multiple continents
- AI/ML sits alongside cloud, embedded software, and IoT as one of several core practices, not the sole focus
- Public headcount reporting varies by source and date, worth confirming directly
- Minimum engagement size not publicly disclosed
MobiDev
+ 65+ delivered AI/ML products gives a concrete, countable delivery track record rather than general marketing claims
+ Deliberate AI/ML practice build-out since 2018, rather than a very recent pivot
+ Named vertical concentration (retail, hospitality, fitness, health) supports domain-specific product experience
+ Mid-size team (290–400) balances specialist focus with real delivery capacity
- Narrower industry focus than horizontal AI consultancies serving finance, healthcare, and manufacturing broadly
- Smaller scale than the large enterprise IT firms on this list, limiting very large multi-team programs
- AI/ML sits alongside a broader general custom-software-development practice

Who should choose N-iX?

N-iX is the right choice for mid-to-large enterprises, including Fortune 500 clients, wanting a European-headquartered engineering partner with a dedicated ML/AI service line..

23 years of operating history originating from a Novell technology acquisition, now serving Fortune 500 clients from a Malta-based HQ.. Minimum engagement starts at Not published. Works best with clients in Financial Services, Manufacturing, Supply Chain, Retail.

Who should choose MobiDev?

MobiDev is the right choice for retail, hospitality, and health/fitness companies wanting a mid-size firm with a proven, product-specific AI/ML delivery track record..

65+ delivered AI/ML products concentrated in retail, hospitality, fitness, and health/wellness verticals.. Minimum engagement starts at $20K. Works best with clients in Retail, Hospitality, Health & Fitness, Sports.

Decision matrix: N-iX vs MobiDev

Your situation Recommended choice
You need full-ownership delivery on a defined project scope N-iX
You need a large dedicated team for an ongoing programme N-iX
Your budget is at the lower end Compare: N-iX (Not published) vs MobiDev ($20K)
You need specialist depth in a specific vertical N-iX
You need staff augmentation or team extension N-iX
You need consulting before committing to a build N-iX

Use case fit: N-iX vs MobiDev

Use case N-iX fit MobiDev fit Winner
Fortune 500 finance, manufacturing, or retail clients needing dedicated ML/AI delivery Strong Limited N-iX
Supply-chain forecasting or optimization models built alongside broader data engineering Strong Limited N-iX
Retail or hospitality companies wanting computer-vision or recommendation features built into an existing product Strong Strong Both equally
Health and fitness apps needing an ML-driven personalization or tracking feature Limited Strong MobiDev
Fixed-price build Limited Limited Both equally
Staff augmentation Strong Limited N-iX

Verdict: N-iX vs MobiDev

MobiDev (4.2/5) is the stronger overall choice for most Machine Learning Development projects. 65+ delivered AI/ML products concentrated in retail, hospitality, fitness, and health/wellness verticals.. It is best for retail, hospitality, and health/fitness companies wanting a mid-size firm with a proven, product-specific AI/ML delivery track record..

N-iX (4.0/5) is the better choice when mid-to-large enterprises, including Fortune 500 clients, wanting a European-headquartered engineering partner with a dedicated ML/AI service line.. If your situation matches those criteria, N-iX is a competitive option.

Related comparisons

N-iX vs MobiDev FAQ

Is N-iX better than MobiDev?

MobiDev (4.2/5) scores higher overall, but "better" depends on your use case. N-iX is better for mid-to-large enterprises, including Fortune 500 clients, wanting a European-headquartered engineering partner with a dedicated ML/AI service line.. MobiDev is better for retail, hospitality, and health/fitness companies wanting a mid-size firm with a proven, product-specific AI/ML delivery track record..

How do N-iX and MobiDev differ in pricing?

N-iX uses fixed project, dedicated team, staff augmentation pricing with a minimum engagement of Not published. MobiDev uses fixed project and dedicated team pricing with a minimum engagement of $20K. Neither firm publishes a full rate card; a discovery call is required for project-specific quotes.

Which is better for enterprise: N-iX or MobiDev?

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 agency before shortlisting.

What are the main differences between N-iX and MobiDev?

N-iX's primary differentiator is: 23 years of operating history originating from a novell technology acquisition, now serving fortune 500 clients from a malta-based hq.. MobiDev's primary differentiator is: 65+ delivered ai/ml products concentrated in retail, hospitality, fitness, and health/wellness verticals.. They also differ in team size (1,001–5,000 vs 201–500), minimum engagement (Not published vs $20K), and primary industries served (Financial Services, Manufacturing vs Retail, Hospitality).

Last reviewed: July 2026. Verify all details directly with each agency before making a decision.