Best Machine Learning Development Agencies

AI Superior vs Addepto: full comparison for 2026

Last updated: July 2026

Quick verdict

AI Superior (4.3/5) edges ahead of Addepto (4.1/5) overall. AI Superior is the better choice for small and mid-size companies in the EU that want research-grade ML expertise without enterprise-scale minimums or pricing.. Addepto is the stronger option for companies wanting boutique AI/BI consulting from a team now backed by KMS Technology's additional resources post-acquisition.. The right choice depends on your project size, budget, and required tech stack.

AI Superior vs Addepto: head-to-head summary

Criterion AI Superior Addepto
Founded 2019 2018
HQ Darmstadt, Germany Warsaw, Poland
Team size 11–50 51–200
Rating 4.3 / 5 4.1 / 5
Best for Small and mid-size companies in the EU that want research-grade ML expertise without enterprise-scale minimums or pricing. Companies wanting boutique AI/BI consulting from a team now backed by KMS Technology's additional resources post-acquisition.
Pricing model Fixed project and consulting retainer Fixed project and consulting retainer
Min. engagement $15K $20K
Primary tech stack Python, PyTorch, TensorFlow Python, Scikit-learn, TensorFlow
Industries served Finance, Healthcare, Technology/SaaS Financial Services, Retail, Manufacturing

AI Superior vs Addepto: overview

AI Superior

AI Superior is a German AI and machine learning consultancy founded in 2019 by Dr. Ivan Tankoyeu and Dr. Sergey Sukhanov, headquartered in Darmstadt with 11–50 employees. The company covers generative AI, NLP, computer vision, predictive analytics, and explainable AI for finance, healthcare, and technology clients, and is one of the smallest, most accessible teams among the specialist boutiques covered here.

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: AI Superior vs Addepto

Capability AI Superior 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: AI Superior vs Addepto

Framework / platform AI Superior Addepto
Python
TensorFlow
PyTorch N/A
AWS N/A
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: AI Superior vs Addepto

Criterion AI Superior Addepto
Minimum engagement $15K $20K
Engagement models Fixed project, Consulting retainer Fixed project, Consulting retainer
Rate transparency Minimum disclosed Minimum disclosed
Price tier Accessible Accessible

Target audience comparison: AI Superior vs Addepto

Dimension AI Superior Addepto
Best company size Startup to mid-market Startup to mid-market
Best industries Finance, Healthcare, Technology/SaaS Financial Services, Retail, Manufacturing
Best use cases A single well-scoped computer-vision or NLP proof of concept for an EU-based SMB, Explainable-AI work for a regulated finance or healthcare use case 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

AI Superior vs Addepto: pros and cons

AI Superior
+ Founder-led by two PhDs, giving unusually strong research depth for a team this size
+ Lowest typical minimum engagement among the specialist boutiques on this list, easing entry for smaller buyers
+ Explicit R&D and explainable-AI service lines beyond standard model-building
+ EU-based delivery simplifies data-residency conversations for European clients
- 11–50 employees is the smallest team size on this list, capping capacity for large or highly parallel programs
- Limited public case study volume compared to larger, longer-established competitors
- Narrower industry breadth than firms serving five or more verticals
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 AI Superior?

AI Superior is the right choice for small and mid-size companies in the EU that want research-grade ML expertise without enterprise-scale minimums or pricing..

PhD-founder-led team with an explicit research-and-development service line alongside standard client delivery.. Minimum engagement starts at $15K. Works best with clients in Finance, Healthcare, Technology/SaaS.

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: AI Superior vs Addepto

Your situation Recommended choice
You need full-ownership delivery on a defined project scope AI Superior
You need a large dedicated team for an ongoing programme Check each company's engagement model
Your budget is at the lower end AI Superior
You need specialist depth in a specific vertical AI Superior
You need staff augmentation or team extension Neither; consider alternatives that offer staff aug
You need consulting before committing to a build AI Superior

Use case fit: AI Superior vs Addepto

Use case AI Superior fit Addepto fit Winner
A single well-scoped computer-vision or NLP proof of concept for an EU-based SMB Strong Strong Both equally
Explainable-AI work for a regulated finance or healthcare use case Strong Limited AI Superior
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 Limited Limited Both equally

Verdict: AI Superior vs Addepto

AI Superior (4.3/5) is the stronger overall choice for most Machine Learning Development projects. PhD-founder-led team with an explicit research-and-development service line alongside standard client delivery.. It is best for small and mid-size companies in the EU that want research-grade ML expertise without enterprise-scale minimums or pricing..

Addepto (4.1/5) is the better choice when companies wanting boutique AI/BI consulting from a team now backed by KMS Technology's additional resources post-acquisition.. If your situation matches those criteria, Addepto is a competitive option.

Related comparisons

AI Superior vs Addepto FAQ

Is AI Superior better than Addepto?

AI Superior (4.3/5) scores higher overall, but "better" depends on your use case. AI Superior is better for small and mid-size companies in the EU that want research-grade ML expertise without enterprise-scale minimums or pricing.. 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 AI Superior and Addepto differ in pricing?

AI Superior uses fixed project and consulting retainer pricing with a minimum engagement of $15K. 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: AI Superior or Addepto?

Addepto 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 AI Superior and Addepto?

AI Superior's primary differentiator is: phd-founder-led team with an explicit research-and-development service line alongside standard client delivery.. 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 (11–50 vs 51–200), minimum engagement ($15K vs $20K), and primary industries served (Finance, Healthcare vs Financial Services, Retail).

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