Best Machine Learning Development Services Companies

MobiDev vs Oxagile: full comparison for 2026

Last updated: July 2026

Quick verdict

MobiDev (4.1/5) edges ahead of Oxagile (3.8/5) overall. MobiDev is the better choice for companies needing ML development integrated with mobile or web product engineering from a US/UK-managed team with European R&D. Oxagile is the stronger option for media, sports, and AdTech companies needing AI and ML capabilities integrated into video platforms and content analytics systems. The right choice depends on your project size, budget, and required tech stack.

MobiDev vs Oxagile: head-to-head summary

Criterion MobiDev Oxagile
Founded 2009 2005
HQ Atlanta, GA, USA / Sheffield, UK New York, NY, USA / Minsk, Belarus
Team size 400–600 400–600
Rating 4.1 / 5 3.8 / 5
Best for Companies needing ML development integrated with mobile or web product engineering from a US/UK-managed team with European R&D Media, sports, and AdTech companies needing AI and ML capabilities integrated into video platforms and content analytics systems
Pricing model Fixed project, dedicated team, T&M Fixed project, dedicated team, T&M
Min. engagement $30K $25K
Primary tech stack Python, PyTorch, TensorFlow Python, TensorFlow, OpenCV
Industries served Healthcare, Fintech, Retail, Logistics, E-commerce E-commerce, Healthcare, Manufacturing, Logistics, SaaS

MobiDev vs Oxagile: overview

MobiDev

MobiDev is a software and machine learning company headquartered in Atlanta, Georgia and Sheffield, UK, with R&D centers in Lodz, Poland and Chernivtsi, Ukraine. The firm employs 400+ engineers and offers full-range machine learning services including deep learning, data science, computer vision, NLP, and GPT model integration. MobiDev's ML practice covers all stages from data collection and model training through integration and post-deployment monitoring. The company serves clients across healthcare, fintech, retail, and logistics with a product-engineering mindset that emphasises buildable, maintainable production systems.

Oxagile

Oxagile is a custom software development firm founded in 2005 with offices in New York and Minsk, Belarus, specialising in video domain AI, AdTech, business intelligence, and educational technology. The firm's machine learning practice focuses on object recognition, video analytics, and AI-powered media solutions, drawing on over 20 years of video technology delivery. Oxagile's ML engineering team works with clients in sports, media, advertising, and education to deliver production-grade AI features integrated into video platforms. The firm employs 400+ engineers.

Services and capabilities: MobiDev vs Oxagile

Capability MobiDev Oxagile
Custom ML development
Computer vision
NLP & text analytics
MLOps & deployment
Generative AI
ML consulting & strategy
Staff augmentation
Dedicated team model

Tech stack comparison: MobiDev vs Oxagile

Framework / platform MobiDev Oxagile
Python
PyTorch N/A
TensorFlow
Scikit-learn N/A N/A
AWS SageMaker N/A N/A
MLflow N/A N/A
Hugging Face N/A
LangChain N/A
Docker/Kubernetes N/A N/A
Databricks N/A N/A

Pricing comparison: MobiDev vs Oxagile

Criterion MobiDev Oxagile
Minimum engagement $30K $25K
Engagement models Fixed project, Dedicated team, Time & materials Fixed project, Dedicated team, Time & materials
Rate transparency Minimum disclosed Minimum disclosed
Price tier Accessible Accessible

Target audience comparison: MobiDev vs Oxagile

Dimension MobiDev Oxagile
Best company size Startup to mid-market Startup to mid-market
Best industries Healthcare, Fintech, Retail E-commerce, Healthcare, Manufacturing
Best use cases ML features integrated into mobile and web product builds for healthcare and fintech, Deep learning models for medical imaging analysis and diagnostics Object recognition systems for sports highlight clip generation, Video analytics for media consumption behaviour and content performance
Typical project type Fixed project Fixed project

MobiDev vs Oxagile: pros and cons

MobiDev
+ US and UK presence with European R&D centres for cost-efficient delivery without quality compromise
+ Full-range ML coverage including deep learning, NLP, computer vision, and generative AI
+ 400+ engineers provide staffing capacity for scaling concurrent programmes
+ Product engineering mindset ensures ML is built into working software, not isolated prototypes
+ Strong GPT and LLM integration capability for modern AI-powered product features
- Broad ML coverage may lack specialist depth on highly novel deep learning research problems
- Poland and Ukraine R&D centres require business continuity planning for critical long-term programmes
- Case study library is less publicly extensive than some larger or boutique competitors
Oxagile
+ 20+ years of video technology expertise — stronger than most for video-domain ML use cases
+ Strong computer vision and object recognition delivery across named media and sports clients
+ 400+ engineers provide staffing capacity for medium-to-large concurrent projects
+ US-based New York presence for North American client engagement in business hours
+ Documented AdTech ML applications including ad relevance and fraud detection models
- Primary strength is video and media ML — less suited to non-video ML use cases
- Belarus-based delivery requires business continuity planning for long-term engagements
- Less documented coverage of modern LLM and generative AI than newer competitors

Who should choose MobiDev?

MobiDev is the right choice for companies needing ML development integrated with mobile or web product engineering from a US/UK-managed team with European R&D.

US/UK-managed ML engineering firm with 400+ engineers and documented deep learning, NLP, and GPT integration across product development. Minimum engagement starts at $30K. Works best with clients in Healthcare, Fintech, Retail, Logistics, E-commerce.

Who should choose Oxagile?

Oxagile is the right choice for media, sports, and AdTech companies needing AI and ML capabilities integrated into video platforms and content analytics systems.

20-year video technology specialist with strong computer vision and video analytics ML capability for media, sports, and AdTech clients. Minimum engagement starts at $25K. Works best with clients in E-commerce, Healthcare, Manufacturing, Logistics, SaaS.

Decision matrix: MobiDev vs Oxagile

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 Oxagile
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 Both may offer discovery engagements

Use case fit: MobiDev vs Oxagile

Use case MobiDev fit Oxagile fit Winner
ML features integrated into mobile and web product builds for healthcare and fintech Strong Strong Both equally
Deep learning models for medical imaging analysis and diagnostics Strong Limited MobiDev
Object recognition systems for sports highlight clip generation Limited Strong Oxagile
Video analytics for media consumption behaviour and content performance Limited Strong Oxagile
Fixed-price build Limited Limited Both equally
Staff augmentation Limited Limited Both equally

Verdict: MobiDev vs Oxagile

MobiDev (4.1/5) is the stronger overall choice for most Machine Learning Development projects. US/UK-managed ML engineering firm with 400+ engineers and documented deep learning, NLP, and GPT integration across product development. It is best for companies needing ML development integrated with mobile or web product engineering from a US/UK-managed team with European R&D.

Oxagile (3.8/5) is the better choice when media, sports, and AdTech companies needing AI and ML capabilities integrated into video platforms and content analytics systems. If your situation matches those criteria, Oxagile is a competitive option.

Related comparisons

MobiDev vs Oxagile FAQ

Is MobiDev better than Oxagile?

MobiDev (4.1/5) scores higher overall, but "better" depends on your use case. MobiDev is better for companies needing ML development integrated with mobile or web product engineering from a US/UK-managed team with European R&D. Oxagile is better for media, sports, and AdTech companies needing AI and ML capabilities integrated into video platforms and content analytics systems.

How do MobiDev and Oxagile differ in pricing?

MobiDev uses fixed project, dedicated team, t&m pricing with a minimum engagement of $30K. Oxagile uses fixed project, dedicated team, t&m pricing with a minimum engagement of $25K. Neither firm publishes a full rate card; a discovery call is required for project-specific quotes.

Which is better for enterprise: MobiDev or Oxagile?

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 company before shortlisting.

What are the main differences between MobiDev and Oxagile?

MobiDev's primary differentiator is: us/uk-managed ml engineering firm with 400+ engineers and documented deep learning, nlp, and gpt integration across product development. Oxagile's primary differentiator is: 20-year video technology specialist with strong computer vision and video analytics ml capability for media, sports, and adtech clients. They also differ in team size (400–600 vs 400–600), minimum engagement ($30K vs $25K), and primary industries served (Healthcare, Fintech vs E-commerce, Healthcare).

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