Best Machine Learning Development Companies in Europe

Tooploox vs SDG Group: full comparison for 2026

Last updated: July 2026

Quick verdict

Tooploox (4.3/5) edges ahead of SDG Group (3.7/5) overall. Tooploox is the better choice for companies with genuinely hard ML and AI research-engineering problems, not standard integration work. SDG Group is the stronger option for large enterprises wanting ML-driven analytics embedded within a broader business performance management programme. The right choice depends on your project size, budget, and required tech stack.

Tooploox vs SDG Group: head-to-head summary

Criterion Tooploox SDG Group
Founded 2012 1994
HQ Wroclaw, Poland Milan, Italy
Team size 51–200 1000+
Rating 4.3 / 5 3.7 / 5
Best for Companies with genuinely hard ML and AI research-engineering problems, not standard integration work Large enterprises wanting ML-driven analytics embedded within a broader business performance management programme
Pricing model Fixed project, dedicated team Retainer, dedicated team, fixed project
Min. engagement $25K $50K
Primary tech stack Python, PyTorch, TensorFlow Python, Power BI, Tableau
Industries served Healthcare, Enterprise, Media, SaaS Enterprise, Financial Services, Retail, Telecommunications

Tooploox vs SDG Group: overview

Tooploox

Tooploox, founded in 2012 and based in Wroclaw and Warsaw, Poland, is an engineering company that specifically takes on projects where AI and machine learning represent the core technical challenge, rather than treating ML as a secondary feature. Its portfolio includes a digital histopathology platform and a neural network technique (MagMax) recognized at ECCV 2024. Tooploox was named Top AI Company in Poland and Top Machine Learning Company in Poland for 2025 by Clutch.

SDG Group

SDG Group, founded in 1994 and headquartered in Milan, Italy, is a global management consulting firm with roughly 2,000 employees and offices spanning Milan, Barcelona, London, and beyond. SDG Group specializes in business performance management and analytical applications, with machine learning and AI delivered as part of its broader business intelligence and enterprise analytics consulting practice.

Services and capabilities: Tooploox vs SDG Group

Capability Tooploox SDG Group
ML model development
Computer vision
NLP
Generative AI / LLM integration
MLOps
AI strategy consulting
Staff augmentation

Tech stack comparison: Tooploox vs SDG Group

Framework / platform Tooploox SDG Group
Python
TensorFlow N/A
PyTorch N/A
AWS
Azure N/A
Kubernetes N/A

Pricing comparison: Tooploox vs SDG Group

Criterion Tooploox SDG Group
Minimum engagement $25K $50K
Engagement models Fixed project, Dedicated team Retainer, Dedicated team, Fixed project
Rate transparency Minimum disclosed Minimum disclosed
Price tier Accessible Accessible

Target audience comparison: Tooploox vs SDG Group

Dimension Tooploox SDG Group
Best company size Startup to mid-market Startup to mid-market
Best industries Healthcare, Enterprise, Media Enterprise, Financial Services, Retail
Best use cases Digital histopathology and medical imaging analysis, Novel neural network architecture research and development Enterprise business performance management with an ML component, Large-scale analytical applications for finance or retail clients
Typical project type Fixed project Retainer

Tooploox vs SDG Group: pros and cons

Tooploox
+ Recognized by Clutch as Top AI Company and Top Machine Learning Company in Poland for 2025
+ Academic-grade research credibility, including a technique presented at ECCV 2024
+ Over a decade of operating history since founding in 2012, focused specifically on hard ML problems
+ Domain depth in digital histopathology and healthcare computer vision
- Research-oriented positioning may mean higher cost for simpler, more standard ML integration work
- Mid-size team (51–200) shared across research and delivery work
SDG Group
+ Three decades of operating history since founding in 1994, as a global management consulting firm
+ Enterprise-scale delivery capacity of roughly 2,000 staff across multiple European and international offices
+ Deep business performance management heritage grounds AI work in measurable business outcomes
+ Established relationships with large enterprise clients across multiple industries
- AI and ML is embedded within a much broader business intelligence and management consulting practice, not a dedicated specialization
- High minimum engagement size, inaccessible for startups or small businesses
- Management-consulting-led engagement model may add overhead versus lean engineering-only ML shops

Who should choose Tooploox?

Tooploox is the right choice for companies with genuinely hard ML and AI research-engineering problems, not standard integration work.

Research-grade ML engineering with peer-reviewed academic recognition at ECCV 2024, alongside client delivery. Minimum engagement starts at $25K. Works best with clients in Healthcare, Enterprise, Media, SaaS.

Who should choose SDG Group?

SDG Group is the right choice for large enterprises wanting ML-driven analytics embedded within a broader business performance management programme.

Three decades of management consulting heritage applied to enterprise-scale analytics and AI programmes. Minimum engagement starts at $50K. Works best with clients in Enterprise, Financial Services, Retail, Telecommunications.

Decision matrix: Tooploox vs SDG Group

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

Use case fit: Tooploox vs SDG Group

Use case Tooploox fit SDG Group fit Winner
Digital histopathology and medical imaging analysis Strong Limited Tooploox
Novel neural network architecture research and development Strong Limited Tooploox
Enterprise business performance management with an ML component Limited Strong SDG Group
Large-scale analytical applications for finance or retail clients Limited Strong SDG Group
Fixed-price build Limited Limited Both equally
Staff augmentation Limited Limited Both equally

Verdict: Tooploox vs SDG Group

Tooploox (4.3/5) is the stronger overall choice for most Machine Learning Development projects. Research-grade ML engineering with peer-reviewed academic recognition at ECCV 2024, alongside client delivery. It is best for companies with genuinely hard ML and AI research-engineering problems, not standard integration work.

SDG Group (3.7/5) is the better choice when large enterprises wanting ML-driven analytics embedded within a broader business performance management programme. If your situation matches those criteria, SDG Group is a competitive option.

Related comparisons

Tooploox vs SDG Group FAQ

Is Tooploox better than SDG Group?

Tooploox (4.3/5) scores higher overall, but "better" depends on your use case. Tooploox is better for companies with genuinely hard ML and AI research-engineering problems, not standard integration work. SDG Group is better for large enterprises wanting ML-driven analytics embedded within a broader business performance management programme.

How do Tooploox and SDG Group differ in pricing?

Tooploox uses fixed project, dedicated team pricing with a minimum engagement of $25K. SDG Group uses retainer, dedicated team, fixed project pricing with a minimum engagement of $50K. Neither firm publishes a full rate card; a discovery call is required for project-specific quotes.

Which is better for enterprise: Tooploox or SDG Group?

Tooploox 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 Tooploox and SDG Group?

Tooploox's primary differentiator is: research-grade ml engineering with peer-reviewed academic recognition at eccv 2024, alongside client delivery. SDG Group's primary differentiator is: three decades of management consulting heritage applied to enterprise-scale analytics and ai programmes. They also differ in team size (51–200 vs 1000+), minimum engagement ($25K vs $50K), and primary industries served (Healthcare, Enterprise vs Enterprise, Financial Services).

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