Best Machine Learning Development Agencies

N-iX vs Addepto: full comparison for 2026

Last updated: July 2026

Quick verdict

Addepto (4.1/5) edges ahead of N-iX (4.0/5) overall. Addepto is the better choice for companies wanting boutique AI/BI consulting from a team now backed by KMS Technology's additional resources post-acquisition.. 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 Addepto: head-to-head summary

Criterion N-iX Addepto
Founded 2002 2018
HQ Valletta, Malta Warsaw, Poland
Team size 1,001–5,000 51–200
Rating 4.0 / 5 4.1 / 5
Best for Mid-to-large enterprises, including Fortune 500 clients, wanting a European-headquartered engineering partner with a dedicated ML/AI service line. Companies wanting boutique AI/BI consulting from a team now backed by KMS Technology's additional resources post-acquisition.
Pricing model Fixed project, dedicated team, staff augmentation Fixed project and consulting retainer
Min. engagement Not published $20K
Primary tech stack Python, TensorFlow, AWS Python, Scikit-learn, TensorFlow
Industries served Financial Services, Manufacturing, Supply Chain, Retail Financial Services, Retail, Manufacturing

N-iX vs Addepto: 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.

Addepto

Addepto is an AI and data consulting company founded in Warsaw, Poland in 2018 by Edwin Lisowski and Artur Haponik (one source lists 2017), specializing in machine learning, artificial intelligence, and business intelligence solutions. Reported headcount is roughly 55–58 employees across Europe, North America, and Asia. In December 2025, Addepto was acquired by KMS Technology; prospective clients should confirm how the acquisition affects team continuity, existing contracts, and service delivery going forward.

Services and capabilities: N-iX vs Addepto

Capability N-iX Addepto
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 Addepto

Framework / platform N-iX Addepto
Python
TensorFlow
PyTorch N/A N/A
AWS
Azure
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 Addepto

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

Target audience comparison: N-iX vs Addepto

Dimension N-iX Addepto
Best company size Startup to mid-market Startup to mid-market
Best industries Financial Services, Manufacturing, Supply Chain Financial Services, Retail, Manufacturing
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 Mid-market companies wanting boutique AI/BI consulting now paired with KMS Technology's broader resources, Business intelligence projects that also require a machine learning component
Typical project type Fixed project Fixed project

N-iX vs Addepto: 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
Addepto
+ 7 years of focused AI/BI consulting experience prior to the KMS Technology acquisition
+ Small team size historically meant direct founder-level access on engagements
+ Multi-continent presence (Europe, North America, Asia) despite a compact headcount
+ Acquisition by KMS Technology (Dec 2025) may bring additional delivery resources and stability
- Acquired by KMS Technology in December 2025 — buyers should confirm how this affects team continuity, pricing, and existing contracts before signing
- Public sources disagree on exact founding year (2017 vs. 2018) and employee count (55 vs. 58)
- Post-acquisition integration could change the service delivery model in ways not yet publicly documented

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 Addepto?

Addepto is the right choice for companies wanting boutique AI/BI consulting from a team now backed by KMS Technology's additional resources post-acquisition..

Boutique AI/BI consultancy that gained additional scale and resources through its December 2025 acquisition by KMS Technology.. Minimum engagement starts at $20K. Works best with clients in Financial Services, Retail, Manufacturing.

Decision matrix: N-iX vs Addepto

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 Addepto ($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 Addepto

Use case N-iX fit Addepto 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
Mid-market companies wanting boutique AI/BI consulting now paired with KMS Technology's broader resources Limited Strong Addepto
Business intelligence projects that also require a machine learning component Limited Strong Addepto
Fixed-price build Limited Limited Both equally
Staff augmentation Strong Limited N-iX

Verdict: N-iX vs Addepto

Addepto (4.1/5) is the stronger overall choice for most Machine Learning Development projects. Boutique AI/BI consultancy that gained additional scale and resources through its December 2025 acquisition by KMS Technology.. It is best for companies wanting boutique AI/BI consulting from a team now backed by KMS Technology's additional resources post-acquisition..

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 Addepto FAQ

Is N-iX better than Addepto?

Addepto (4.1/5) 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.. Addepto is better for companies wanting boutique AI/BI consulting from a team now backed by KMS Technology's additional resources post-acquisition..

How do N-iX and Addepto differ in pricing?

N-iX uses fixed project, dedicated team, staff augmentation pricing with a minimum engagement of Not published. Addepto uses fixed project and consulting retainer 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 Addepto?

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 Addepto?

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.. Addepto's primary differentiator is: boutique ai/bi consultancy that gained additional scale and resources through its december 2025 acquisition by kms technology.. They also differ in team size (1,001–5,000 vs 51–200), minimum engagement (Not published vs $20K), and primary industries served (Financial Services, Manufacturing vs Financial Services, Retail).

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