Best Machine Learning Development Services Companies

Scopic vs Devox Software: full comparison for 2026

Last updated: July 2026

Quick verdict

Scopic (3.8/5) edges ahead of Devox Software (3.7/5) overall. Scopic is the better choice for companies needing senior ML engineers at competitive rates with distributed team flexibility and published case studies across multiple industries. 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.

Scopic vs Devox Software: head-to-head summary

Criterion Scopic Devox Software
Founded 2006 2014
HQ Marlborough, MA, USA (distributed) Kyiv, Ukraine / Kraków, Poland
Team size 1,000–2,000 100–200
Rating 3.8 / 5 3.7 / 5
Best for Companies needing senior ML engineers at competitive rates with distributed team flexibility and published case studies across multiple industries EU, UK, and US clients needing cost-efficient Python ML development for finance and retail applications with strong client retention
Pricing model Dedicated team, T&M, fixed project Fixed project, T&M, dedicated team
Min. engagement $30K $15K
Primary tech stack Python, TensorFlow, PyTorch Python, PyTorch, TensorFlow
Industries served Healthcare, Manufacturing, Fintech, Logistics, SaaS Fintech, Retail, E-commerce, Healthcare, Logistics

Scopic vs Devox Software: overview

Scopic

Scopic is a globally distributed software development company headquartered in Marlborough, Massachusetts, with a remote-first team of 1,000+ engineers spanning 50+ countries. Founded in 2006, Scopic builds custom ML systems using TensorFlow, neural networks, and PyTorch for clients in transportation, healthcare, manufacturing, and finance. The distributed model keeps overhead low while providing senior engineering talent across multiple time zones. Scopic has published ML case studies in medical imaging, predictive maintenance, and financial risk modelling.

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: Scopic vs Devox Software

Capability Scopic 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: Scopic vs Devox Software

Framework / platform Scopic Devox Software
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: Scopic vs Devox Software

Criterion Scopic Devox Software
Minimum engagement $30K $15K
Engagement models Dedicated team, Time & materials, Fixed project Fixed project, Time & materials, Dedicated team
Rate transparency Minimum disclosed Minimum disclosed
Price tier Accessible Accessible

Target audience comparison: Scopic vs Devox Software

Dimension Scopic Devox Software
Best company size Mid-market to enterprise Startup to mid-market
Best industries Healthcare, Manufacturing, Fintech Fintech, Retail, E-commerce
Best use cases Medical imaging analysis using CNN-based deep learning models, Predictive maintenance systems for manufacturing equipment Financial risk scoring models for lenders and credit providers, Retail demand forecasting and inventory optimisation ML
Typical project type Dedicated team Fixed project

Scopic vs Devox Software: pros and cons

Scopic
+ 20-year track record with 1,000+ distributed engineers provides delivery confidence
+ Published ML case studies in healthcare imaging, manufacturing maintenance, and financial risk
+ Remote-first model provides access to senior talent at competitive rates
+ Wide range of ML use cases covered across multiple industries
+ Flexible engagement: dedicated team, T&M, or fixed project scope
- Fully distributed model requires strong async communication discipline from client teams
- ML is one of several practice areas — not a pure-play AI specialist firm
- Less emphasis on cutting-edge deep learning research than boutique ML-only firms
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 Scopic?

Scopic is the right choice for companies needing senior ML engineers at competitive rates with distributed team flexibility and published case studies across multiple industries.

20-year distributed firm with 1,000+ remote engineers and published ML case studies in healthcare, manufacturing, and financial risk. Minimum engagement starts at $30K. Works best with clients in Healthcare, Manufacturing, Fintech, 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: Scopic vs Devox Software

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

Use case Scopic fit Devox Software fit Winner
Medical imaging analysis using CNN-based deep learning models Strong Limited Scopic
Predictive maintenance systems for manufacturing equipment Strong Strong Both equally
Financial risk scoring models for lenders and credit providers Strong Strong Both equally
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: Scopic vs Devox Software

Scopic (3.8/5) is the stronger overall choice for most Machine Learning Development projects. 20-year distributed firm with 1,000+ remote engineers and published ML case studies in healthcare, manufacturing, and financial risk. It is best for companies needing senior ML engineers at competitive rates with distributed team flexibility and published case studies across multiple industries.

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.

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Scopic vs Devox Software FAQ

Is Scopic better than Devox Software?

Scopic (3.8/5) scores higher overall, but "better" depends on your use case. Scopic is better for companies needing senior ML engineers at competitive rates with distributed team flexibility and published case studies across multiple industries. 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 Scopic and Devox Software differ in pricing?

Scopic uses dedicated team, t&m, fixed project 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: Scopic or Devox Software?

Scopic 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 Scopic and Devox Software?

Scopic's primary differentiator is: 20-year distributed firm with 1,000+ remote engineers and published ml case studies in healthcare, manufacturing, and financial risk. 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 (1,000–2,000 vs 100–200), minimum engagement ($30K vs $15K), and primary industries served (Healthcare, Manufacturing vs Fintech, Retail).

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