Neurons Lab vs Addepto: full comparison for 2026
Last updated: July 2026
Quick verdict
Neurons Lab (4.8/5) edges ahead of Addepto (4.1/5) overall. Neurons Lab is the better choice for enterprises in financial services or other regulated sectors that need a small, senior team to take an ML/AI system from proof of concept to production.. 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.
Neurons Lab vs Addepto: head-to-head summary
| Criterion | Neurons Lab | Addepto |
|---|---|---|
| Founded | 2019 | 2018 |
| HQ | London, United Kingdom | Warsaw, Poland |
| Team size | 51–200 | 51–200 |
| Rating | 4.8 / 5 | 4.1 / 5 |
| Best for | Enterprises in financial services or other regulated sectors that need a small, senior team to take an ML/AI system from proof of concept to production. | Companies wanting boutique AI/BI consulting from a team now backed by KMS Technology's additional resources post-acquisition. |
| Pricing model | Fixed-scope engagements and dedicated team retainers | Fixed project and consulting retainer |
| Min. engagement | $30K | $20K |
| Primary tech stack | Python, PyTorch, TensorFlow | Python, Scikit-learn, TensorFlow |
| Industries served | Financial Services, Healthcare, Insurance, Technology/SaaS | Financial Services, Retail, Manufacturing |
Neurons Lab vs Addepto: overview
Neurons Lab
Neurons Lab is a London-based AI engineering consultancy co-founded in 2019 by Igor Sydorenko and Alex Honchar. The firm is one of roughly 18 companies globally to hold AWS's Advanced Machine Learning Consulting Competence, and concentrates on production-grade AI systems for financial services and other regulated industries. It stays deliberately small and specialist rather than pursuing broad IT-services scale.
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: Neurons Lab vs Addepto
| Capability | Neurons Lab | 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: Neurons Lab vs Addepto
| Framework / platform | Neurons Lab | Addepto |
|---|---|---|
| Python | ✓ | ✓ |
| TensorFlow | ✓ | ✓ |
| PyTorch | ✓ | N/A |
| AWS | ✓ | ✓ |
| Azure | N/A | ✓ |
| Google Cloud | N/A | N/A |
| Kubernetes | ✓ | N/A |
| Databricks | N/A | N/A |
| LangChain | ✓ | N/A |
Pricing comparison: Neurons Lab vs Addepto
| Criterion | Neurons Lab | Addepto |
|---|---|---|
| Minimum engagement | $30K | $20K |
| Engagement models | Fixed project, Dedicated team | Fixed project, Consulting retainer |
| Rate transparency | Minimum disclosed | Minimum disclosed |
| Price tier | Accessible | Accessible |
Target audience comparison: Neurons Lab vs Addepto
| Dimension | Neurons Lab | Addepto |
|---|---|---|
| Best company size | Startup to mid-market | Startup to mid-market |
| Best industries | Financial Services, Healthcare, Insurance | Financial Services, Retail, Manufacturing |
| Best use cases | Building a production fraud-detection or credit-risk model for a bank or fintech, Standing up an AI governance framework alongside a specific ML deployment | 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 |
Neurons Lab vs Addepto: pros and cons
| Neurons Lab | |
|---|---|
| + | Rare AWS Advanced ML Consulting Competence signals deep, externally-audited technical depth |
| + | Small senior team means direct access to founders and lead engineers on most engagements |
| + | Strong specialization in regulated-industry AI deployment, including model governance |
| + | Publishes technical case studies with measurable outcomes rather than generic marketing claims |
| - | 51–200 headcount limits capacity for very large, multi-workstream enterprise programs |
| - | Narrower geographic delivery footprint than the large multinational IT firms on this list |
| - | Premium specialist pricing relative to offshore-heavy competitors |
| 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 Neurons Lab?
Neurons Lab is the right choice for enterprises in financial services or other regulated sectors that need a small, senior team to take an ML/AI system from proof of concept to production..
One of the few AI consultancies worldwide holding AWS's Advanced Machine Learning Consulting Competence.. Minimum engagement starts at $30K. Works best with clients in Financial Services, Healthcare, Insurance, 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: Neurons Lab vs Addepto
| Your situation | Recommended choice |
|---|---|
| You need full-ownership delivery on a defined project scope | Neurons Lab |
| You need a large dedicated team for an ongoing programme | Neurons Lab |
| Your budget is at the lower end | Addepto |
| You need specialist depth in a specific vertical | Neurons Lab |
| You need staff augmentation or team extension | Neither; consider alternatives that offer staff aug |
| You need consulting before committing to a build | Neurons Lab |
Use case fit: Neurons Lab vs Addepto
| Use case | Neurons Lab fit | Addepto fit | Winner |
|---|---|---|---|
| Building a production fraud-detection or credit-risk model for a bank or fintech | Strong | Limited | Neurons Lab |
| Standing up an AI governance framework alongside a specific ML deployment | Strong | Limited | Neurons Lab |
| 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: Neurons Lab vs Addepto
Neurons Lab (4.8/5) is the stronger overall choice for most Machine Learning Development projects. One of the few AI consultancies worldwide holding AWS's Advanced Machine Learning Consulting Competence.. It is best for enterprises in financial services or other regulated sectors that need a small, senior team to take an ML/AI system from proof of concept to production..
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
Neurons Lab vs Addepto FAQ
Is Neurons Lab better than Addepto?
Neurons Lab (4.8/5) scores higher overall, but "better" depends on your use case. Neurons Lab is better for enterprises in financial services or other regulated sectors that need a small, senior team to take an ML/AI system from proof of concept to production.. 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 Neurons Lab and Addepto differ in pricing?
Neurons Lab uses fixed-scope engagements and dedicated team retainers pricing with a minimum engagement of $30K. 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: Neurons Lab or Addepto?
Neurons Lab 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 Neurons Lab and Addepto?
Neurons Lab's primary differentiator is: one of the few ai consultancies worldwide holding aws's advanced machine learning consulting competence.. 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 ($30K vs $20K), and primary industries served (Financial Services, Healthcare vs Financial Services, Retail).
Last reviewed: July 2026. Verify all details directly with each agency before making a decision.