Best Machine Learning Development Agencies

MobiDev vs Neoteric: full comparison for 2026

Last updated: July 2026

Quick verdict

Neoteric (4.3/5) edges ahead of MobiDev (4.2/5) overall. Neoteric is the better choice for small and mid-size companies wanting an accessible, specialized generative-AI partner without enterprise-scale overhead.. MobiDev is the stronger option for retail, hospitality, and health/fitness companies wanting a mid-size firm with a proven, product-specific AI/ML delivery track record.. 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
Best for Retail, hospitality, and health/fitness companies wanting a mid-size firm with a proven, product-specific AI/ML delivery track record. Small and mid-size companies wanting an accessible, specialized generative-AI partner without enterprise-scale overhead.
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?

MobiDev is the right choice for retail, hospitality, and health/fitness companies wanting a mid-size firm with a proven, product-specific AI/ML delivery track record..

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?

Neoteric is the right choice for small and mid-size companies wanting an accessible, specialized generative-AI partner without enterprise-scale overhead..

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.. It is best for small and mid-size companies wanting an accessible, specialized generative-AI partner without enterprise-scale overhead..

MobiDev (4.2/5) is the better choice when retail, hospitality, and health/fitness companies wanting a mid-size firm with a proven, product-specific AI/ML delivery track record.. If your situation matches those criteria, 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 is better for retail, hospitality, and health/fitness companies wanting a mid-size firm with a proven, product-specific AI/ML delivery track record.. Neoteric is better for small and mid-size companies wanting an accessible, specialized generative-AI partner without enterprise-scale overhead..

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).

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