Neurons Lab vs Addepto: full comparison for 2026
Quick verdict
Neurons Lab (4.2/5) edges ahead of Addepto (3.8/5) overall. Neurons Lab is the better choice for banks and insurers building AI on AWS. Addepto is the stronger option for manufacturers wanting a small first AI engagement. The right choice depends on the size of your program, your budget, and whether you want the same firm to build what it recommends.
Neurons Lab vs Addepto: head-to-head summary
| Criterion | Neurons Lab | Addepto |
|---|---|---|
| Founded | 2019 | 2017 |
| HQ | London, UK | Warsaw, Poland |
| Team size | 50–100 | 50–249 |
| Rating | 4.2 / 5 | 3.8 / 5 |
| Primary differentiator | Financial-services AI strategy from an AWS Machine Learning Competency partner that builds the prototypes | Low Clutch entry point ($10,000+) for AI roadmap work in data-heavy industries |
| Pricing model | Project fees; rates not published | $50–$99/hr (Clutch band); project-based |
| Min. engagement | $100,000+ (Clutch) | $10,000+ (Clutch) |
| Primary tech stack | AWS, Amazon Bedrock, Amazon SageMaker | Databricks, Azure, AWS |
| Industries served | Banking, Insurance, Wealth management, Fintech, Healthcare | Manufacturing, Aviation, Logistics, Retail, Financial services |
Neurons Lab vs Addepto: overview
Neurons Lab
Neurons Lab was founded in London in 2019 and has roughly 50 to 100 staff, topped up by a wider network of contract engineers. It is an AWS Advanced Partner with the Machine Learning Competency and works mainly for banks, insurers, and wealth managers. Strategy here means AI discovery and roadmap work that hands straight into prototypes on AWS. Clutch lists a $100,000+ minimum project, high for a firm this size and a sign that it aims at established financial companies.
Addepto
Addepto was founded in Warsaw in 2017 and was acquired in December 2025 by KMS Technology, an Atlanta digital engineering company backed by Sunstone Partners. Its chief executive says 97% of the team are AI engineers (per company website; independently unverifiable). It sells AI consulting and roadmaps for data-heavy industries such as manufacturing and aviation, followed by builds. Clutch lists $50–$99 an hour and a $10,000+ minimum project, so a small first engagement is possible.
Services and capabilities: Neurons Lab vs Addepto
| Capability | Neurons Lab | Addepto |
|---|---|---|
| Readiness assessment | ✗ | ✓ |
| Use-case prioritization | ✓ | ✗ |
| TCO / ROI modeling | ✗ | ✗ |
| AI governance & EU AI Act | ✓ | ✗ |
| Build vs. buy advice | ✓ | ✗ |
| Audit of live AI programs | ✗ | ✗ |
| Change management | ✗ | ✗ |
| Can build what it recommends | ✓ | ✓ |
Frameworks and platforms: Neurons Lab vs Addepto
| Framework / platform | Neurons Lab | Addepto |
|---|---|---|
| EU AI Act | N/A | N/A |
| GDPR | N/A | N/A |
| NIST AI RMF | N/A | N/A |
| AWS | ✓ | ✓ |
| Azure | N/A | ✓ |
| Google Cloud | N/A | N/A |
| Databricks | N/A | ✓ |
| Snowflake | N/A | N/A |
Pricing comparison: Neurons Lab vs Addepto
| Criterion | Neurons Lab | Addepto |
|---|---|---|
| Minimum engagement | $100,000+ (Clutch) | $10,000+ (Clutch) |
| Engagement models | Strategy & roadmap engagement, Delivery team | Readiness assessment, Strategy & roadmap engagement, Delivery team |
| Rate transparency | Minimum disclosed | Minimum disclosed |
| Price tier | Mid-market | 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 | Banking, Insurance, Wealth management | Manufacturing, Aviation, Logistics |
| Best use cases | AI roadmaps for a bank or insurer that already runs on AWS., Generative AI assistants for wealth advisers and relationship managers. | A small readiness check and roadmap for a manufacturer., Predictive maintenance and quality models in industrial settings. |
| Typical project type | Strategy & roadmap engagement | Readiness assessment |
Neurons Lab vs Addepto: pros and cons
| Neurons Lab | |
|---|---|
| + | Focus on banks, insurers, and wealth managers means less time explaining regulated-industry basics |
| + | AWS Machine Learning Competency is checked by AWS, so the engineering claim has outside validation |
| + | Discovery work moves into a working prototype quickly |
| + | Senior people do most of the work on a team this small |
| - | A small core team, so large multi-country programs would stretch it |
| - | Closely tied to AWS, which matters if your data lives on Azure or Google Cloud |
| - | A Clutch minimum of $100,000+ is steep for a first strategy engagement |
| Addepto | |
|---|---|
| + | A $10,000+ Clutch minimum allows a small first step |
| + | Team is almost entirely engineers, so roadmaps stay technically grounded |
| + | Experience with manufacturing and aviation data |
| + | Databricks experience for data platform work |
| - | Acquired by KMS Technology in December 2025, and integration may change teams and priorities |
| - | Strategy work is mostly a front end to engineering |
| - | Little governance or change-management work |
Who should choose Neurons Lab?
A typical fit: AI roadmaps for a bank or insurer that already runs on AWS.
Financial-services AI strategy from an AWS Machine Learning Competency partner that builds the prototypes. Minimum engagement starts at $100,000+ (Clutch). Works best with clients in Banking, Insurance, Wealth management, Fintech, Healthcare.
Who should choose Addepto?
A typical fit: a small readiness check and roadmap for a manufacturer.
Low Clutch entry point ($10,000+) for AI roadmap work in data-heavy industries. Minimum engagement starts at $10,000+ (Clutch). Works best with clients in Manufacturing, Aviation, Logistics, Retail, Financial services.
Decision matrix: Neurons Lab vs Addepto
| Your situation | Recommended choice |
|---|---|
| Your board wants a costed, sequenced roadmap within a quarter | Neither lists cost modeling; ask for a sample roadmap |
| You already run AI that is missing its targets | Neither offers a separate audit; ask for a scoped review |
| Regulators will ask how each AI system is governed | Neurons Lab |
| AI will change roles and processes for many staff | Neither; plan change management separately |
| You want the strategy firm to build the result too | Both can deliver after the strategy |
| Your budget is at the lower end | Addepto |
| You need a large team across many countries | Neurons Lab |
Use case fit: Neurons Lab vs Addepto
| Use case | Neurons Lab fit | Addepto fit | Winner |
|---|---|---|---|
| AI roadmaps for a bank or insurer that already runs on AWS. | Strong | Limited | Neurons Lab |
| Generative AI assistants for wealth advisers and relationship managers. | Strong | Limited | Neurons Lab |
| A small readiness check and roadmap for a manufacturer. | Limited | Strong | Addepto |
| Predictive maintenance and quality models in industrial settings. | Limited | Strong | Addepto |
Verdict: Neurons Lab vs Addepto
Neurons Lab (4.2/5) is the stronger overall choice for most AI Strategy Consulting projects. Financial-services AI strategy from an AWS Machine Learning Competency partner that builds the prototypes.
Addepto (3.8/5) is worth a look if you need predictive maintenance and quality models in industrial settings. If your situation matches that, Addepto is a competitive option.
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Neurons Lab vs Addepto FAQ
Is Neurons Lab better than Addepto?
Neurons Lab (4.2/5) scores higher overall, but "better" depends on your use case. Neurons Lab's strongest advantage: focus on banks, insurers, and wealth managers means less time explaining regulated-industry basics. Addepto's strongest advantage: a $10,000+ Clutch minimum allows a small first step.
How do Neurons Lab and Addepto differ in pricing?
Neurons Lab's pricing: project fees; rates not published with a minimum engagement of $100,000+ (Clutch). Addepto's pricing: $50–$99/hr (Clutch band); project-based with a minimum engagement of $10,000+ (Clutch). Any hourly bands shown come from Clutch, not a published rate card, so a scoping call is still needed for a project quote.
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 consultant before shortlisting.
What are the main differences between Neurons Lab and Addepto?
Neurons Lab's primary differentiator is: financial-services AI strategy from an AWS Machine Learning Competency partner that builds the prototypes. Addepto's primary differentiator is: low Clutch entry point ($10,000+) for AI roadmap work in data-heavy industries. They also differ in team size (50–100 vs 50–249), minimum engagement ($100,000+ (Clutch) vs $10,000+ (Clutch)), and primary industries served (Banking, Insurance vs Manufacturing, Aviation).
Verify all details directly with each consultant before making a decision.