Best Machine Learning Development Agencies

Neoteric vs Addepto: full comparison for 2026

Last updated: July 2026

Quick verdict

Neoteric (4.3/5) edges ahead of Addepto (4.1/5) overall. Neoteric is the better choice for small and mid-size companies wanting an accessible, specialized generative-AI partner without enterprise-scale overhead.. 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.

Neoteric vs Addepto: head-to-head summary

Criterion Neoteric Addepto
Founded 2005 2018
HQ Gdańsk, Poland Warsaw, Poland
Team size 51–200 51–200
Rating 4.3 / 5 4.1 / 5
Best for Small and mid-size companies wanting an accessible, specialized generative-AI partner without enterprise-scale overhead. Companies wanting boutique AI/BI consulting from a team now backed by KMS Technology's additional resources post-acquisition.
Pricing model Fixed project and Time & Material Fixed project and consulting retainer
Min. engagement $15K $20K
Primary tech stack Python, OpenAI API, LangChain Python, Scikit-learn, TensorFlow
Industries served Energy, HR Tech, Education, Health & Wellness Financial Services, Retail, Manufacturing

Neoteric vs Addepto: overview

Neoteric

Neoteric is a software development company founded in 2005, headquartered in Gdańsk, Poland, with offices also in Warsaw. The company has delivered more than 300 projects across five continents (per company website) and specializes specifically in AI and generative AI solutions for clients in energy, wellness, HR, and education, with a compact team reported between roughly 50 and 100 employees depending on source.

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: Neoteric vs Addepto

Capability Neoteric 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: Neoteric vs Addepto

Framework / platform Neoteric Addepto
Python
TensorFlow N/A
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

Pricing comparison: Neoteric vs Addepto

Criterion Neoteric Addepto
Minimum engagement $15K $20K
Engagement models Fixed project, Time & Material Fixed project, Consulting retainer
Rate transparency Minimum disclosed Minimum disclosed
Price tier Accessible Accessible

Target audience comparison: Neoteric vs Addepto

Dimension Neoteric Addepto
Best company size Startup to mid-market Startup to mid-market
Best industries Energy, HR Tech, Education Financial Services, Retail, Manufacturing
Best use cases Small or mid-size companies wanting a generative-AI feature built into an existing product, HR tech or education clients needing an AI-driven feature from a specialized boutique 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

Neoteric vs Addepto: pros and cons

Neoteric
+ 20 years of continuous operation, unusually long for a team this size
+ 300+ projects delivered across five continents (per company website) shows real repeat-delivery experience despite compact size
+ Specific focus on AI and generative AI rather than treating it as one of many general software services
+ Compact team size keeps typical engagement minimums low and accessible for smaller buyers
- Compact headcount (roughly 50–100 depending on source) limits capacity for large, multi-team enterprise programs
- Named industry focus (energy, wellness, HR, education) is narrower than horizontal competitors serving finance or healthcare broadly
- Less enterprise brand recognition than the larger IT services firms on this list
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 Neoteric?

Neoteric is the right choice for small and mid-size companies wanting an accessible, specialized generative-AI partner without enterprise-scale overhead..

20 years of operating history condensed into a compact, generative-AI-focused team rather than a broad IT services portfolio.. Minimum engagement starts at $15K. Works best with clients in Energy, HR Tech, Education, Health & Wellness.

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: Neoteric vs Addepto

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

Use case fit: Neoteric vs Addepto

Use case Neoteric fit Addepto fit Winner
Small or mid-size companies wanting a generative-AI feature built into an existing product Strong Limited Neoteric
HR tech or education clients needing an AI-driven feature from a specialized boutique Strong Limited Neoteric
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: Neoteric vs Addepto

Neoteric (4.3/5) is the stronger overall choice for most Machine Learning Development projects. 20 years of operating history condensed into a compact, generative-AI-focused team rather than a broad IT services portfolio.. It is best for small and mid-size companies wanting an accessible, specialized generative-AI partner without enterprise-scale overhead..

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

Neoteric vs Addepto FAQ

Is Neoteric better than Addepto?

Neoteric (4.3/5) scores higher overall, but "better" depends on your use case. Neoteric is better for small and mid-size companies wanting an accessible, specialized generative-AI partner without enterprise-scale overhead.. 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 Neoteric and Addepto differ in pricing?

Neoteric uses fixed project and time & material 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: Neoteric or Addepto?

Neoteric 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 Neoteric and Addepto?

Neoteric's primary differentiator is: 20 years of operating history condensed into a compact, generative-ai-focused team rather than a broad it services portfolio.. 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 (51–200 vs 51–200), minimum engagement ($15K vs $20K), and primary industries served (Energy, HR Tech vs Financial Services, Retail).

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