Best Machine Learning Development Services Companies

Oxagile vs Devox Software: full comparison for 2026

Last updated: July 2026

Quick verdict

Oxagile (3.8/5) edges ahead of Devox Software (3.7/5) overall. Oxagile is the better choice for media, sports, and AdTech companies needing AI and ML capabilities integrated into video platforms and content analytics systems. Devox Software is the stronger option for eU, UK, and US clients needing cost-efficient Python ML development for finance and retail applications with strong client retention. The right choice depends on your project size, budget, and required tech stack.

Oxagile vs Devox Software: head-to-head summary

Criterion Oxagile Devox Software
Founded 2005 2014
HQ New York, NY, USA / Minsk, Belarus Kyiv, Ukraine / Kraków, Poland
Team size 400–600 100–200
Rating 3.8 / 5 3.7 / 5
Best for Media, sports, and AdTech companies needing AI and ML capabilities integrated into video platforms and content analytics systems EU, UK, and US clients needing cost-efficient Python ML development for finance and retail applications with strong client retention
Pricing model Fixed project, dedicated team, T&M Fixed project, T&M, dedicated team
Min. engagement $25K $15K
Primary tech stack Python, TensorFlow, OpenCV Python, PyTorch, TensorFlow
Industries served E-commerce, Healthcare, Manufacturing, Logistics, SaaS Fintech, Retail, E-commerce, Healthcare, Logistics

Oxagile vs Devox Software: overview

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.

Devox Software

Devox Software is an IT outsourcing services provider headquartered in Ukraine with offices in Poland and Romania, offering AI-driven legacy modernisation, cloud application development, and machine learning solutions. The firm employs 100+ qualified experts and reports 82% of clients working with them for over two years, with 90% of customers located in the EU, UK, or USA. Devox develops Python machine learning solutions using PyCaret, Matplotlib, TensorFlow, and PyTorch, with a primary focus on finance and retail-oriented ML applications.

Services and capabilities: Oxagile vs Devox Software

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

Tech stack comparison: Oxagile vs Devox Software

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

Pricing comparison: Oxagile vs Devox Software

Criterion Oxagile Devox Software
Minimum engagement $25K $15K
Engagement models Fixed project, Dedicated team, Time & materials Fixed project, Time & materials, Dedicated team
Rate transparency Minimum disclosed Minimum disclosed
Price tier Accessible Accessible

Target audience comparison: Oxagile vs Devox Software

Dimension Oxagile Devox Software
Best company size Startup to mid-market Startup to mid-market
Best industries E-commerce, Healthcare, Manufacturing Fintech, Retail, E-commerce
Best use cases Object recognition systems for sports highlight clip generation, Video analytics for media consumption behaviour and content performance Financial risk scoring models for lenders and credit providers, Retail demand forecasting and inventory optimisation ML
Typical project type Fixed project Fixed project

Oxagile vs Devox Software: pros and cons

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
Devox Software
+ Strong 82% long-term client retention rate demonstrates delivery satisfaction
+ Python-native ML focus with documented framework coverage including PyCaret
+ $15K minimum engagement accessible for earlier-stage project initiation
+ Finance and retail ML specialisation with practical industry use case depth
+ Eastern European rates with EU/UK/US-facing delivery capability
- Ukraine/Poland primary delivery requires business continuity assessment for critical programmes
- Team of 100+ limits simultaneous capacity for very large multi-stream ML programmes
- Less extensive public portfolio compared to larger competitors

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.

Who should choose Devox Software?

Devox Software is the right choice for eU, UK, and US clients needing cost-efficient Python ML development for finance and retail applications with strong client retention.

High client retention rate (82% long-term partnerships) with Python-native ML focus for finance and retail use cases. Minimum engagement starts at $15K. Works best with clients in Fintech, Retail, E-commerce, Healthcare, Logistics.

Decision matrix: Oxagile vs Devox Software

Your situation Recommended choice
You need full-ownership delivery on a defined project scope Oxagile
You need a large dedicated team for an ongoing programme Oxagile
Your budget is at the lower end Devox Software
You need specialist depth in a specific vertical Oxagile
You need staff augmentation or team extension Neither; consider alternatives that offer staff aug
You need consulting before committing to a build Devox Software

Use case fit: Oxagile vs Devox Software

Use case Oxagile fit Devox Software fit Winner
Object recognition systems for sports highlight clip generation Strong Limited Oxagile
Video analytics for media consumption behaviour and content performance Strong Limited Oxagile
Financial risk scoring models for lenders and credit providers Limited Strong Devox Software
Retail demand forecasting and inventory optimisation ML Limited Strong Devox Software
Fixed-price build Limited Limited Both equally
Staff augmentation Limited Limited Both equally

Verdict: Oxagile vs Devox Software

Oxagile (3.8/5) is the stronger overall choice for most Machine Learning Development projects. 20-year video technology specialist with strong computer vision and video analytics ML capability for media, sports, and AdTech clients. It is best for media, sports, and AdTech companies needing AI and ML capabilities integrated into video platforms and content analytics systems.

Devox Software (3.7/5) is the better choice when eU, UK, and US clients needing cost-efficient Python ML development for finance and retail applications with strong client retention. If your situation matches those criteria, Devox Software is a competitive option.

Related comparisons

Oxagile vs Devox Software FAQ

Is Oxagile better than Devox Software?

Oxagile (3.8/5) scores higher overall, but "better" depends on your use case. Oxagile is better for media, sports, and AdTech companies needing AI and ML capabilities integrated into video platforms and content analytics systems. Devox Software is better for eU, UK, and US clients needing cost-efficient Python ML development for finance and retail applications with strong client retention.

How do Oxagile and Devox Software differ in pricing?

Oxagile uses fixed project, dedicated team, t&m pricing with a minimum engagement of $25K. Devox Software uses fixed project, t&m, dedicated team 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: Oxagile or Devox Software?

Oxagile 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 Oxagile and Devox Software?

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. Devox Software's primary differentiator is: high client retention rate (82% long-term partnerships) with python-native ml focus for finance and retail use cases. They also differ in team size (400–600 vs 100–200), minimum engagement ($25K vs $15K), and primary industries served (E-commerce, Healthcare vs Fintech, Retail).

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