MobiDev vs Neoteric: full comparison for 2026
Quick verdict
Neoteric (4.3/5) edges ahead of MobiDev (4.2/5) overall. Neoteric is the better choice for SMBs wanting an accessible generative-AI specialist. MobiDev is the stronger option for Retail, hospitality, fitness companies — proven mid-size AI delivery. The right choice depends on your project size, budget, and required tech stack.
MobiDev vs Neoteric: head-to-head summary
| Criterion | MobiDev | Neoteric |
|---|---|---|
| Founded | 2009 | 2005 |
| HQ | Atlanta, Georgia, USA | Gdańsk, Poland |
| Team size | 201–500 | 51–200 |
| Rating | 4.2 / 5 | 4.3 / 5 |
| Primary differentiator | 65+ delivered AI/ML products concentrated in retail, hospitality, fitness, and health/wellness verticals | 20 years of operating history condensed into a compact, generative-AI-focused team rather than a broad IT services portfolio |
| Pricing model | Fixed project and dedicated team | Fixed project and Time & Material |
| Min. engagement | $20K | $15K |
| Primary tech stack | Python, TensorFlow, OpenCV | Python, OpenAI API, LangChain |
| Industries served | Retail, Hospitality, Health & Fitness, Sports | Energy, HR Tech, Education, Health & Wellness |
MobiDev vs Neoteric: overview
MobiDev
MobiDev is a custom software development company founded in 2009, headquartered in Atlanta, Georgia, with R&D centers in Lodz, Poland and Chernivtsi, Ukraine, and roughly 290–400 engineers. CEO Oleg Lola initiated a dedicated AI/ML practice in 2018, and the company has since delivered more than 65 AI/ML products, concentrated in retail, hospitality, fitness, sports, and health/wellness.
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.
Services and capabilities: MobiDev vs Neoteric
| Capability | MobiDev | Neoteric |
|---|---|---|
| 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: MobiDev vs Neoteric
| Framework / platform | MobiDev | Neoteric |
|---|---|---|
| Python | ✓ | ✓ |
| TensorFlow | ✓ | N/A |
| PyTorch | N/A | N/A |
| AWS | ✓ | ✓ |
| Azure | N/A | N/A |
| Google Cloud | N/A | N/A |
| Kubernetes | N/A | N/A |
| Databricks | N/A | N/A |
| LangChain | N/A | ✓ |
Pricing comparison: MobiDev vs Neoteric
| Criterion | MobiDev | Neoteric |
|---|---|---|
| Minimum engagement | $20K | $15K |
| Engagement models | Fixed project, Dedicated team | Fixed project, Time & Material |
| Rate transparency | Minimum disclosed | Minimum disclosed |
| Price tier | Accessible | Accessible |
Target audience comparison: MobiDev vs Neoteric
| Dimension | MobiDev | Neoteric |
|---|---|---|
| Best company size | Startup to mid-market | Startup to mid-market |
| Best industries | Retail, Hospitality, Health & Fitness | Energy, HR Tech, Education |
| Best use cases | Retail or hospitality companies wanting computer-vision or recommendation features built into an existing product, Health and fitness apps needing an ML-driven personalization or tracking feature | 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 |
| Typical project type | Fixed project | Fixed project |
MobiDev vs Neoteric: pros and cons
| MobiDev | |
|---|---|
| + | 65+ delivered AI/ML products gives a concrete, countable delivery track record rather than general marketing claims |
| + | Deliberate AI/ML practice build-out since 2018, rather than a very recent pivot |
| + | Named vertical concentration (retail, hospitality, fitness, health) supports domain-specific product experience |
| + | Mid-size team (290–400) balances specialist focus with real delivery capacity |
| - | Narrower industry focus than horizontal AI consultancies serving finance, healthcare, and manufacturing broadly |
| - | Smaller scale than the large enterprise IT firms on this list, limiting very large multi-team programs |
| - | AI/ML sits alongside a broader general custom-software-development practice |
| 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 |
Who should choose MobiDev?
A typical fit: retail or hospitality companies wanting computer-vision or recommendation features built into an existing product.
65+ delivered AI/ML products concentrated in retail, hospitality, fitness, and health/wellness verticals. Minimum engagement starts at $20K. Works best with clients in Retail, Hospitality, Health & Fitness, Sports.
Who should choose Neoteric?
A typical fit: small or mid-size companies wanting a generative-AI feature built into an existing product.
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.
Decision matrix: MobiDev vs Neoteric
| Your situation | Recommended choice |
|---|---|
| You need full-ownership delivery on a defined project scope | MobiDev |
| You need a large dedicated team for an ongoing programme | MobiDev |
| Your budget is at the lower end | Neoteric |
| You need specialist depth in a specific vertical | MobiDev |
| 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: MobiDev vs Neoteric
| Use case | MobiDev fit | Neoteric fit | Winner |
|---|---|---|---|
| Retail or hospitality companies wanting computer-vision or recommendation features built into an existing product | Strong | Limited | MobiDev |
| Health and fitness apps needing an ML-driven personalization or tracking feature | Strong | Limited | MobiDev |
| Small or mid-size companies wanting a generative-AI feature built into an existing product | Limited | Strong | Neoteric |
| HR tech or education clients needing an AI-driven feature from a specialized boutique | Limited | Strong | Neoteric |
| Fixed-price build | Limited | Limited | Both equally |
| Staff augmentation | Limited | Limited | Both equally |
Verdict: MobiDev vs Neoteric
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.
MobiDev (4.2/5) is worth a look if you need health and fitness apps needing an ML-driven personalization or tracking feature. If your situation matches that, MobiDev is a competitive option.
Related comparisons
MobiDev vs Neoteric FAQ
Is MobiDev better than Neoteric?
Neoteric (4.3/5) scores higher overall, but "better" depends on your use case. MobiDev's strongest advantage: 65+ delivered AI/ML products gives a concrete, countable delivery track record rather than general marketing claims. Neoteric's strongest advantage: 20 years of continuous operation, unusually long for a team this size.
How do MobiDev and Neoteric differ in pricing?
MobiDev uses fixed project and dedicated team pricing with a minimum engagement of $20K. Neoteric uses fixed project and time & material pricing with a minimum engagement of $15K. Neither firm publishes a full rate card; a discovery call is required for project-specific quotes.
Which is better for enterprise: MobiDev or Neoteric?
MobiDev 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 MobiDev and Neoteric?
MobiDev's primary differentiator is: 65+ delivered AI/ML products concentrated in retail, hospitality, fitness, and health/wellness verticals. 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. They also differ in team size (201–500 vs 51–200), minimum engagement ($20K vs $15K), and primary industries served (Retail, Hospitality vs Energy, HR Tech).