Best Machine Learning Development Services Companies

MobiDev vs Devox Software: full comparison for 2026

Last updated: July 2026

Quick verdict

MobiDev (4.1/5) edges ahead of Devox Software (3.7/5) 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. 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.

MobiDev vs Devox Software: head-to-head summary

Criterion MobiDev Devox Software
Founded 2009 2014
HQ Atlanta, GA, USA / Sheffield, UK Kyiv, Ukraine / Kraków, Poland
Team size 400–600 100–200
Rating 4.1 / 5 3.7 / 5
Best for Companies needing ML development integrated with mobile or web product engineering from a US/UK-managed team with European R&D 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 $30K $15K
Primary tech stack Python, PyTorch, TensorFlow Python, PyTorch, TensorFlow
Industries served Healthcare, Fintech, Retail, Logistics, E-commerce Fintech, Retail, E-commerce, Healthcare, Logistics

MobiDev vs Devox Software: 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.

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: MobiDev vs Devox Software

Capability MobiDev 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: MobiDev vs Devox Software

Framework / platform MobiDev Devox Software
Python
PyTorch
TensorFlow
Scikit-learn 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 Devox Software

Criterion MobiDev Devox Software
Minimum engagement $30K $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: MobiDev vs Devox Software

Dimension MobiDev Devox Software
Best company size Startup to mid-market Startup to mid-market
Best industries Healthcare, Fintech, Retail Fintech, Retail, E-commerce
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 Financial risk scoring models for lenders and credit providers, Retail demand forecasting and inventory optimisation ML
Typical project type Fixed project Fixed project

MobiDev vs Devox Software: 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
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 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 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: MobiDev vs Devox Software

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 Devox Software
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 Devox Software

Use case fit: MobiDev vs Devox Software

Use case MobiDev fit Devox Software 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
Financial risk scoring models for lenders and credit providers Limited Strong Devox Software
Retail demand forecasting and inventory optimisation ML Strong Strong Both equally
Fixed-price build Limited Limited Both equally
Staff augmentation Limited Limited Both equally

Verdict: MobiDev vs Devox Software

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.

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

MobiDev vs Devox Software FAQ

Is MobiDev better than Devox Software?

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. 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 MobiDev and Devox Software differ in pricing?

MobiDev uses fixed project, dedicated team, t&m pricing with a minimum engagement of $30K. 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: MobiDev or Devox Software?

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 Devox Software?

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. 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 ($30K vs $15K), and primary industries served (Healthcare, Fintech vs Fintech, Retail).

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