Best Machine Learning Development Services Companies

Devox Software vs Codiant: full comparison for 2026

Last updated: July 2026

Quick verdict

Devox Software (3.7/5) edges ahead of Codiant (3.6/5) overall. Devox Software is the better choice for eU, UK, and US clients needing cost-efficient Python ML development for finance and retail applications with strong client retention. Codiant is the stronger option for startups and mid-market companies on five continents needing ML development integrated with web and mobile product builds at accessible cost. The right choice depends on your project size, budget, and required tech stack.

Devox Software vs Codiant: head-to-head summary

Criterion Devox Software Codiant
Founded 2014 2011
HQ Kyiv, Ukraine / Kraków, Poland Illinois, USA / India
Team size 100–200 200–300
Rating 3.7 / 5 3.6 / 5
Best for EU, UK, and US clients needing cost-efficient Python ML development for finance and retail applications with strong client retention Startups and mid-market companies on five continents needing ML development integrated with web and mobile product builds at accessible cost
Pricing model Fixed project, T&M, dedicated team Fixed project, dedicated team, T&M
Min. engagement $15K $15K
Primary tech stack Python, PyTorch, TensorFlow Python, TensorFlow, PyTorch
Industries served Fintech, Retail, E-commerce, Healthcare, Logistics Healthcare, Fintech, E-commerce, SaaS, Logistics

Devox Software vs Codiant: overview

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.

Codiant

Codiant is a software development company headquartered in Illinois, USA with a development centre in India and offices in the UK, Australia, and UAE, employing 240+ full-time professionals. The company is a subsidiary of Yash Technologies and delivers custom AI and ML solutions alongside web and mobile development for startups and enterprises across five continents. Codiant holds ISO 9001 and ISO/IEC 27001:2013 certifications and has completed 700+ projects for 200+ active clients. The ML practice covers data engineering, model development, and integration into web and mobile platforms.

Services and capabilities: Devox Software vs Codiant

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

Tech stack comparison: Devox Software vs Codiant

Framework / platform Devox Software Codiant
Python
PyTorch
TensorFlow
Scikit-learn
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: Devox Software vs Codiant

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

Target audience comparison: Devox Software vs Codiant

Dimension Devox Software Codiant
Best company size Startup to mid-market Startup to mid-market
Best industries Fintech, Retail, E-commerce Healthcare, Fintech, E-commerce
Best use cases Financial risk scoring models for lenders and credit providers, Retail demand forecasting and inventory optimisation ML ML features integrated into mobile and web application product builds, Predictive analytics for e-commerce product recommendation and personalisation
Typical project type Fixed project Fixed project

Devox Software vs Codiant: pros and cons

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
Codiant
+ ISO 9001 and 27001 certifications for quality and security process assurance
+ Yash Technologies parent provides financial stability and enterprise credibility
+ 240+ professionals with multi-continent delivery capability across 5 geographies
+ $15K minimum engagement is accessible for startup and small company budgets
+ 700+ completed projects provides delivery track record across multiple industries
- AI/ML is one of multiple service lines at a broadly-positioned development company
- Yash Technologies acquisition means company culture may differ from independent AI-first firms
- Smaller team limits capacity for very large or complex enterprise ML programmes

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.

Who should choose Codiant?

Codiant is the right choice for startups and mid-market companies on five continents needing ML development integrated with web and mobile product builds at accessible cost.

Yash Technologies subsidiary with ISO 9001 and 27001 certifications, multi-continent delivery, and 700+ completed projects for 200+ active clients. Minimum engagement starts at $15K. Works best with clients in Healthcare, Fintech, E-commerce, SaaS, Logistics.

Decision matrix: Devox Software vs Codiant

Your situation Recommended choice
You need full-ownership delivery on a defined project scope Devox Software
You need a large dedicated team for an ongoing programme Devox Software
Your budget is at the lower end Devox Software
You need specialist depth in a specific vertical Devox Software
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: Devox Software vs Codiant

Use case Devox Software fit Codiant fit Winner
Financial risk scoring models for lenders and credit providers Strong Limited Devox Software
Retail demand forecasting and inventory optimisation ML Strong Limited Devox Software
ML features integrated into mobile and web application product builds Strong Strong Both equally
Predictive analytics for e-commerce product recommendation and personalisation Strong Strong Both equally
Fixed-price build Limited Limited Both equally
Staff augmentation Limited Limited Both equally

Verdict: Devox Software vs Codiant

Devox Software (3.7/5) is the stronger overall choice for most Machine Learning Development projects. High client retention rate (82% long-term partnerships) with Python-native ML focus for finance and retail use cases. It is best for eU, UK, and US clients needing cost-efficient Python ML development for finance and retail applications with strong client retention.

Codiant (3.6/5) is the better choice when startups and mid-market companies on five continents needing ML development integrated with web and mobile product builds at accessible cost. If your situation matches those criteria, Codiant is a competitive option.

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Devox Software vs Codiant FAQ

Is Devox Software better than Codiant?

Devox Software (3.7/5) scores higher overall, but "better" depends on your use case. 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. Codiant is better for startups and mid-market companies on five continents needing ML development integrated with web and mobile product builds at accessible cost.

How do Devox Software and Codiant differ in pricing?

Devox Software uses fixed project, t&m, dedicated team pricing with a minimum engagement of $15K. Codiant uses fixed project, dedicated team, t&m 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: Devox Software or Codiant?

Codiant 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 Devox Software and Codiant?

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. Codiant's primary differentiator is: yash technologies subsidiary with iso 9001 and 27001 certifications, multi-continent delivery, and 700+ completed projects for 200+ active clients. They also differ in team size (100–200 vs 200–300), minimum engagement ($15K vs $15K), and primary industries served (Fintech, Retail vs Healthcare, Fintech).

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