Addepto vs Neoteric: full comparison for 2026
Last updated: July 2026
Quick verdict
Addepto (4.4/5) edges ahead of Neoteric (4.0/5) overall. Addepto is the better choice for mid-market to enterprise buyers in aviation, logistics, or finance that already have a proof-of-concept and need it hardened into a production MLOps pipeline.. Neoteric is the stronger option for companies wanting a well-reviewed, mid-size Polish AI and software house for generative AI or recommender-system features within a broader custom software build.. The right choice depends on your project size, budget, and required tech stack.
Addepto vs Neoteric: head-to-head summary
| Criterion | Addepto | Neoteric |
|---|---|---|
| Founded | 2017 | 2014 |
| HQ | Warsaw, Poland | Gdańsk, Poland |
| Team size | 50–249 | 50–249 |
| Rating | 4.4 / 5 | 4.0 / 5 |
| Best for | Mid-market to enterprise buyers in aviation, logistics, or finance that already have a proof-of-concept and need it hardened into a production MLOps pipeline. | Companies wanting a well-reviewed, mid-size Polish AI and software house for generative AI or recommender-system features within a broader custom software build. |
| Pricing model | Fixed project, Time & Materials | Fixed project, Time & Materials |
| Min. engagement | $10,000+ | $10,000+ |
| Primary tech stack | Python, MLOps pipelines, AWS | Python, React, Node.js |
| Industries served | Aviation, Manufacturing, Automotive, Financial Services, Retail/E-commerce, Logistics | Cross-industry custom software |
Addepto vs Neoteric: overview
Addepto
Addepto is a Warsaw, Poland AI consultancy founded in 2017 that explicitly positions its value around production-grade delivery — moving clients from proof-of-concept to production — rather than research exploration. It covers AI consulting, generative AI development, data engineering, MLOps, document processing, and computer vision, serving aviation, manufacturing, automotive, finance, retail, healthcare, and logistics clients. Addepto is a GoodFirms top-rated firm for Big Data and Business Intelligence services, with a 50–249 employee band per Clutch.
Neoteric
Neoteric is a Gdańsk, Poland AI and software house registered in February 2014, holding Clutch Premier Verified status with a 4.9/5 rating across 70 verified reviews and 300+ completed projects across five continents. It delivers generative AI (GPT-based) features, recommender systems, and custom software alongside web development and product design, with a secondary office in New York. Team size is in the 50–249 employee band per Clutch.
Services and capabilities: Addepto vs Neoteric
| Capability | Addepto | Neoteric |
|---|---|---|
| ML Development | ✓ | ✓ |
| AI Consulting | ✓ | ✓ |
| Computer Vision | ✗ | ✗ |
| NLP | ✗ | ✗ |
| Generative AI | ✗ | ✓ |
| MLOps | ✓ | ✗ |
| Data Engineering | ✓ | ✗ |
| Staff Augmentation | ✗ | ✗ |
Tech stack comparison: Addepto vs Neoteric
| Framework / platform | Addepto | Neoteric |
|---|---|---|
| Python | ✓ | ✓ |
| AWS | ✓ | ✓ |
| Microsoft Azure | N/A | N/A |
| Google Cloud | ✓ | N/A |
| Kubernetes | N/A | N/A |
| PyTorch | N/A | N/A |
| LangChain | N/A | N/A |
| Databricks | N/A | N/A |
Pricing comparison: Addepto vs Neoteric
| Criterion | Addepto | Neoteric |
|---|---|---|
| Minimum engagement | $10,000+ | $10,000+ |
| Engagement models | Fixed project, Time & Materials, Dedicated team | Fixed project, Time & Materials |
| Rate transparency | Minimum disclosed | Minimum disclosed |
| Price tier | Accessible | Accessible |
Target audience comparison: Addepto vs Neoteric
| Dimension | Addepto | Neoteric |
|---|---|---|
| Best company size | Startup to mid-market | Startup to mid-market |
| Best industries | Aviation, Manufacturing, Automotive | Cross-industry custom software |
| Best use cases | Computer vision for document processing, MLOps pipeline hardening for existing proof-of-concepts | Generative AI feature development (GPT-based), Recommender system builds |
| Typical project type | Fixed project | Fixed project |
Addepto vs Neoteric: pros and cons
| Addepto | |
|---|---|
| + | Broad industry coverage from aviation to legal shows delivery flexibility beyond a single vertical |
| + | Explicit MLOps and production focus addresses the common 'stuck in proof-of-concept' failure mode |
| + | $10K entry point is accessible for a mid-market pilot engagement |
| + | GoodFirms top-rated recognition for Big Data and Business Intelligence services |
| - | Broad industry spread can mean less depth in any single regulated vertical than a specialist boutique |
| - | Exact team size within the 50–249 Clutch band is not broken out by function |
| - | Public case studies are largely testimonial-based rather than published with hard metrics |
| Neoteric | |
|---|---|
| + | 4.9/5 average across 70 verified Clutch reviews — one of the highest verified review volumes on this list |
| + | 300+ completed projects across five continents demonstrates broad delivery experience |
| + | Premier Verified Clutch status adds an independent credibility layer |
| + | Secondary New York office supports US-facing clients alongside the Gdańsk HQ |
| - | AI and generative AI is one part of a broader web and custom software development practice, not a pure ML specialization |
| - | 50–249 employee band is wide, making exact AI-team headcount unclear |
| - | Founding registration date (February 2014) is more precise than the founding narrative on some third-party directories |
Who should choose Addepto?
Addepto is the right choice for mid-market to enterprise buyers in aviation, logistics, or finance that already have a proof-of-concept and need it hardened into a production MLOps pipeline..
Explicit 'proof-of-concept to production' positioning addresses the common failure mode where enterprise ML pilots never reach deployment.. Minimum engagement starts at $10,000+. Works best with clients in Aviation, Manufacturing, Automotive, Financial Services, Retail/E-commerce, Logistics.
Who should choose Neoteric?
Neoteric is the right choice for companies wanting a well-reviewed, mid-size Polish AI and software house for generative AI or recommender-system features within a broader custom software build..
4.9/5 rating across 70 verified Clutch reviews and 300+ completed projects across five continents gives an unusually large, independently verifiable review base for a company of this size.. Minimum engagement starts at $10,000+. Works best with clients in Cross-industry custom software.
Decision matrix: Addepto vs Neoteric
| Your situation | Recommended choice |
|---|---|
| You need full-ownership delivery on a defined project scope | Addepto |
| You need a large dedicated team for an ongoing programme | Addepto |
| Your budget is at the lower end | Addepto |
| You need specialist depth in a specific vertical | Addepto |
| You need staff augmentation or team extension | Neither; consider alternatives that offer staff aug |
| You need consulting before committing to a build | Addepto |
Use case fit: Addepto vs Neoteric
| Use case | Addepto fit | Neoteric fit | Winner |
|---|---|---|---|
| Computer vision for document processing | Strong | Limited | Addepto |
| MLOps pipeline hardening for existing proof-of-concepts | Strong | Limited | Addepto |
| Generative AI feature development (GPT-based) | Limited | Strong | Neoteric |
| Recommender system builds | Limited | Strong | Neoteric |
| Fixed-price build | Limited | Limited | Both equally |
| Staff augmentation | Limited | Limited | Both equally |
Verdict: Addepto vs Neoteric
Addepto (4.4/5) is the stronger overall choice for most Machine Learning Development projects. Explicit 'proof-of-concept to production' positioning addresses the common failure mode where enterprise ML pilots never reach deployment.. It is best for mid-market to enterprise buyers in aviation, logistics, or finance that already have a proof-of-concept and need it hardened into a production MLOps pipeline..
Neoteric (4.0/5) is the better choice when companies wanting a well-reviewed, mid-size Polish AI and software house for generative AI or recommender-system features within a broader custom software build.. If your situation matches those criteria, Neoteric is a competitive option.
Related comparisons
Addepto vs Neoteric FAQ
Is Addepto better than Neoteric?
Addepto (4.4/5) scores higher overall, but "better" depends on your use case. Addepto is better for mid-market to enterprise buyers in aviation, logistics, or finance that already have a proof-of-concept and need it hardened into a production MLOps pipeline.. Neoteric is better for companies wanting a well-reviewed, mid-size Polish AI and software house for generative AI or recommender-system features within a broader custom software build..
How do Addepto and Neoteric differ in pricing?
Addepto uses fixed project, time & materials pricing with a minimum engagement of $10,000+. Neoteric uses fixed project, time & materials pricing with a minimum engagement of $10,000+. Neither firm publishes a full rate card; a discovery call is required for project-specific quotes.
Which is better for enterprise: Addepto or Neoteric?
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 company before shortlisting.
What are the main differences between Addepto and Neoteric?
Addepto's primary differentiator is: explicit 'proof-of-concept to production' positioning addresses the common failure mode where enterprise ml pilots never reach deployment.. Neoteric's primary differentiator is: 4.9/5 rating across 70 verified clutch reviews and 300+ completed projects across five continents gives an unusually large, independently verifiable review base for a company of this size.. They also differ in team size (50–249 vs 50–249), minimum engagement ($10,000+ vs $10,000+), and primary industries served (Aviation, Manufacturing vs Cross-industry custom software).
Last reviewed: July 2026. Verify all details directly with each company before making a decision.