Best Machine Learning Development Companies in Europe

Software Mind vs SDG Group: full comparison for 2026

Last updated: July 2026

Quick verdict

Software Mind (3.8/5) edges ahead of SDG Group (3.7/5) overall. Software Mind is the better choice for enterprises needing ML development bundled with large-scale, multi-region software engineering capacity. 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.

Software Mind vs SDG Group: head-to-head summary

Criterion Software Mind SDG Group
Founded 1999 1994
HQ Krakow, Poland Milan, Italy
Team size 1000+ 1000+
Rating 3.8 / 5 3.7 / 5
Best for Enterprises needing ML development bundled with large-scale, multi-region software engineering capacity Large enterprises wanting ML-driven analytics embedded within a broader business performance management programme
Pricing model Dedicated team, staff augmentation, fixed project Retainer, dedicated team, fixed project
Min. engagement $40K $50K
Primary tech stack Python, Java, .NET Python, Power BI, Tableau
Industries served Fintech, Telecommunications, Enterprise, Healthcare Enterprise, Financial Services, Retail, Telecommunications

Software Mind vs SDG Group: overview

Software Mind

Software Mind, founded in 1999 in Krakow, Poland, originally as WebSoft, has grown from a boutique Polish software house into a roughly 1,200-person technology group with presence across Europe, the US, and Latin America. The company provides software development, cloud engineering, data engineering, and AI/ML consulting as part of its broader enterprise IT services offering.

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: Software Mind vs SDG Group

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

Tech stack comparison: Software Mind vs SDG Group

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

Pricing comparison: Software Mind vs SDG Group

Criterion Software Mind SDG Group
Minimum engagement $40K $50K
Engagement models Dedicated team, Staff augmentation, Fixed project Retainer, Dedicated team, Fixed project
Rate transparency Minimum disclosed Minimum disclosed
Price tier Accessible Accessible

Target audience comparison: Software Mind vs SDG Group

Dimension Software Mind SDG Group
Best company size Startup to mid-market Startup to mid-market
Best industries Fintech, Telecommunications, Enterprise Enterprise, Financial Services, Retail
Best use cases Staff augmentation for a large in-house ML team, Enterprise-scale software modernization with an ML component Enterprise business performance management with an ML component, Large-scale analytical applications for finance or retail clients
Typical project type Dedicated team Retainer

Software Mind vs SDG Group: pros and cons

Software Mind
+ Over 25 years of operating history since founding in 1999, among the longest-running firms on this list
+ Enterprise-scale delivery capacity of roughly 1,200 staff across Europe, the US, and Latin America
+ Broad technology coverage supports large, complex integrated programmes beyond ML alone
+ Established staff augmentation model for enterprises needing to scale quickly
- AI and ML consulting is one practice within a much larger generalist enterprise IT services business
- Large organization size means less boutique-style founder attention on individual ML projects
- Higher minimum engagement size than boutique ML specialists on this list
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 Software Mind?

Software Mind is the right choice for enterprises needing ML development bundled with large-scale, multi-region software engineering capacity.

Over 25 years of operating history and enterprise-scale delivery capacity across three continents. Minimum engagement starts at $40K. Works best with clients in Fintech, Telecommunications, Enterprise, Healthcare.

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: Software Mind vs SDG Group

Your situation Recommended choice
You need full-ownership delivery on a defined project scope Software Mind
You need a large dedicated team for an ongoing programme Software Mind
Your budget is at the lower end Software Mind
You need specialist depth in a specific vertical Software Mind
You need staff augmentation or team extension Software Mind
You need consulting before committing to a build Software Mind

Use case fit: Software Mind vs SDG Group

Use case Software Mind fit SDG Group fit Winner
Staff augmentation for a large in-house ML team Strong Limited Software Mind
Enterprise-scale software modernization with an ML component Strong Limited Software Mind
Enterprise business performance management with an ML component Strong Strong Both equally
Large-scale analytical applications for finance or retail clients Limited Strong SDG Group
Fixed-price build Limited Limited Both equally
Staff augmentation Strong Limited Software Mind

Verdict: Software Mind vs SDG Group

Software Mind (3.8/5) is the stronger overall choice for most Machine Learning Development projects. Over 25 years of operating history and enterprise-scale delivery capacity across three continents. It is best for enterprises needing ML development bundled with large-scale, multi-region software engineering capacity.

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

Software Mind vs SDG Group FAQ

Is Software Mind better than SDG Group?

Software Mind (3.8/5) scores higher overall, but "better" depends on your use case. Software Mind is better for enterprises needing ML development bundled with large-scale, multi-region software engineering capacity. SDG Group is better for large enterprises wanting ML-driven analytics embedded within a broader business performance management programme.

How do Software Mind and SDG Group differ in pricing?

Software Mind uses dedicated team, staff augmentation, fixed project pricing with a minimum engagement of $40K. 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: Software Mind or SDG Group?

Software Mind 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 Software Mind and SDG Group?

Software Mind's primary differentiator is: over 25 years of operating history and enterprise-scale delivery capacity across three continents. 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 (1000+ vs 1000+), minimum engagement ($40K vs $50K), and primary industries served (Fintech, Telecommunications vs Enterprise, Financial Services).

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