Best Machine Learning Development Agencies

Master of Code Global vs Addepto: full comparison for 2026

Last updated: July 2026

Quick verdict

Master of Code Global (4.1/5) edges ahead of Addepto (4.1/5) overall. Master of Code Global is the better choice for companies specifically building conversational AI, chatbot, or generative-AI-driven customer interaction products.. 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.

Master of Code Global vs Addepto: head-to-head summary

Criterion Master of Code Global Addepto
Founded 2004 2018
HQ Redwood City, California, USA Warsaw, Poland
Team size 201–500 51–200
Rating 4.1 / 5 4.1 / 5
Best for Companies specifically building conversational AI, chatbot, or generative-AI-driven customer interaction products. Companies wanting boutique AI/BI consulting from a team now backed by KMS Technology's additional resources post-acquisition.
Pricing model Fixed project and dedicated team Fixed project and consulting retainer
Min. engagement $25K $20K
Primary tech stack Python, Dialogflow, OpenAI API Python, Scikit-learn, TensorFlow
Industries served Retail, Financial Services, Technology/SaaS, Travel & Hospitality Financial Services, Retail, Manufacturing

Master of Code Global vs Addepto: overview

Master of Code Global

Master of Code Global was founded in 2004 and is headquartered in Redwood City, California, with roughly 200–500 'Masters' across five global offices. The company specializes specifically in conversational AI, chatbots, generative AI, and AI consulting, positioning itself as an AI and technology consultancy that moves at 'startup speed' despite two decades of operating history.

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: Master of Code Global vs Addepto

Capability Master of Code Global 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: Master of Code Global vs Addepto

Framework / platform Master of Code Global 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 N/A

Pricing comparison: Master of Code Global vs Addepto

Criterion Master of Code Global Addepto
Minimum engagement $25K $20K
Engagement models Fixed project, Dedicated team Fixed project, Consulting retainer
Rate transparency Minimum disclosed Minimum disclosed
Price tier Accessible Accessible

Target audience comparison: Master of Code Global vs Addepto

Dimension Master of Code Global Addepto
Best company size Startup to mid-market Startup to mid-market
Best industries Retail, Financial Services, Technology/SaaS Financial Services, Retail, Manufacturing
Best use cases Building a customer-facing chatbot or conversational AI assistant, Generative-AI-powered conversation design for retail or travel customer service 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

Master of Code Global vs Addepto: pros and cons

Master of Code Global
+ 21 years of continuous operation with a stable specialization in conversational AI
+ 1,000+ projects delivered (per company website) gives one of the higher cited project counts among mid-size firms here
+ Narrow specialization in chatbots/conversational AI/Gen AI supports deep domain expertise in that specific niche
+ Five global offices support multi-region conversational AI rollouts
- Narrow specialization in conversational AI means it is not the right fit for computer vision, predictive analytics, or non-conversational ML work
- Mid-size team (200–500) limits capacity for very large, multi-workstream programs
- Less breadth across ML subdomains than firms explicitly covering the full ML lifecycle
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 Master of Code Global?

Master of Code Global is the right choice for companies specifically building conversational AI, chatbot, or generative-AI-driven customer interaction products..

Specialization narrowly focused on conversational AI and chatbots, with 1,000+ projects delivered over 21 years.. Minimum engagement starts at $25K. Works best with clients in Retail, Financial Services, Technology/SaaS, Travel & Hospitality.

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: Master of Code Global vs Addepto

Your situation Recommended choice
You need full-ownership delivery on a defined project scope Master of Code Global
You need a large dedicated team for an ongoing programme Master of Code Global
Your budget is at the lower end Addepto
You need specialist depth in a specific vertical Master of Code Global
You need staff augmentation or team extension Neither; consider alternatives that offer staff aug
You need consulting before committing to a build Master of Code Global

Use case fit: Master of Code Global vs Addepto

Use case Master of Code Global fit Addepto fit Winner
Building a customer-facing chatbot or conversational AI assistant Strong Limited Master of Code Global
Generative-AI-powered conversation design for retail or travel customer service Strong Limited Master of Code Global
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: Master of Code Global vs Addepto

Master of Code Global (4.1/5) is the stronger overall choice for most Machine Learning Development projects. Specialization narrowly focused on conversational AI and chatbots, with 1,000+ projects delivered over 21 years.. It is best for companies specifically building conversational AI, chatbot, or generative-AI-driven customer interaction products..

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

Master of Code Global vs Addepto FAQ

Is Master of Code Global better than Addepto?

Master of Code Global (4.1/5) scores higher overall, but "better" depends on your use case. Master of Code Global is better for companies specifically building conversational AI, chatbot, or generative-AI-driven customer interaction products.. 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 Master of Code Global and Addepto differ in pricing?

Master of Code Global uses fixed project and dedicated team pricing with a minimum engagement of $25K. 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: Master of Code Global or Addepto?

Master of Code Global 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 Master of Code Global and Addepto?

Master of Code Global's primary differentiator is: specialization narrowly focused on conversational ai and chatbots, with 1,000+ projects delivered over 21 years.. 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 (201–500 vs 51–200), minimum engagement ($25K vs $20K), and primary industries served (Retail, Financial Services vs Financial Services, Retail).

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