Top Machine Learning Development Services in Europe

Deeper Insights vs Sigma Software: full comparison for 2026

Last updated: July 2026

Quick verdict

Deeper Insights (4.3/5) edges ahead of Sigma Software (3.7/5) overall. Deeper Insights is the better choice for enterprises across healthcare, real estate, and financial services wanting a UK-based AI consultancy with a research-heavy bench.. Sigma Software is the stronger option for large enterprises wanting a Swedish-incorporated, EU-contractable IT consultancy at significant scale, aware that its founding technical culture originates from Ukraine.. The right choice depends on your project size, budget, and required tech stack.

Deeper Insights vs Sigma Software: head-to-head summary

Criterion Deeper Insights Sigma Software
Founded 2014 2002
HQ London, United Kingdom Stockholm, Sweden (legal HQ, Sigma Sweden Software AB; founding engineering base in Kharkiv, Ukraine)
Team size Not disclosed 2,100+
Rating 4.3 / 5 3.7 / 5
Best for Enterprises across healthcare, real estate, and financial services wanting a UK-based AI consultancy with a research-heavy bench. Large enterprises wanting a Swedish-incorporated, EU-contractable IT consultancy at significant scale, aware that its founding technical culture originates from Ukraine.
Pricing model Consulting engagement Dedicated team, staff augmentation, fixed project
Min. engagement Not published Not published (enterprise-scale)
Primary tech stack Python, Data science pipelines, Document intelligence tooling Python, Cloud platforms, Data engineering pipelines
Industries served Healthcare, Financial Services, Retail/E-commerce, Manufacturing Cross-industry enterprise IT

Deeper Insights vs Sigma Software: overview

Deeper Insights

Deeper Insights is a London, UK AI and data-science consultancy founded in 2014, with a team reported to hold 500+ citations and patents globally (per company website) — pointing to a research-oriented bench rather than a purely staffing-based delivery model. It serves healthcare, real estate, financial services, retail, recruitment, and manufacturing clients through AI consulting, data science, machine learning, and document intelligence work. Team size is not publicly disclosed.

Sigma Software

Sigma Software was founded in 2002 by five friends from Kharkiv, Ukraine, and is legally headquartered in Stockholm, Sweden under the entity Sigma Sweden Software AB — 60% owned by the Swedish Sigma Group since it acquired a controlling stake in the Kharkiv-based predecessor company in 2006. It now has 2,100+ professionals across 40 offices in 19 countries, delivering software engineering, data, and AI-adjacent services to enterprise clients.

Services and capabilities: Deeper Insights vs Sigma Software

Capability Deeper Insights Sigma Software
ML Development
AI Consulting
Computer Vision
NLP
Generative AI
MLOps
Data Engineering
Staff Augmentation

Tech stack comparison: Deeper Insights vs Sigma Software

Framework / platform Deeper Insights Sigma Software
Python
AWS N/A N/A
Microsoft Azure N/A N/A
Google Cloud N/A N/A
Kubernetes N/A N/A
PyTorch N/A N/A
LangChain N/A N/A
Databricks N/A N/A

Pricing comparison: Deeper Insights vs Sigma Software

Criterion Deeper Insights Sigma Software
Minimum engagement Not published Not published (enterprise-scale)
Engagement models Consulting retainer, Fixed project Dedicated team, Staff augmentation, Fixed project
Rate transparency Not public Not public
Price tier Enterprise / mid-market Enterprise / mid-market

Target audience comparison: Deeper Insights vs Sigma Software

Dimension Deeper Insights Sigma Software
Best company size Startup to mid-market Enterprise
Best industries Healthcare, Financial Services, Retail/E-commerce Cross-industry enterprise IT
Best use cases Document intelligence and processing systems, Healthcare data science projects Enterprise IT consultancy engagements with embedded AI/ML components, Large-scale staff augmentation for AI-adjacent development
Typical project type Consulting retainer Dedicated team

Deeper Insights vs Sigma Software: pros and cons

Deeper Insights
+ Founded 2014 with a decade of UK market presence
+ 500+ citations and patents across the team signals genuine research depth (per company website; independently unverifiable at the individual level)
+ Wide industry coverage from healthcare to real estate to manufacturing
+ London HQ gives strong access to UK financial-services and enterprise buyers
- Team size is not publicly disclosed, making capacity planning harder for prospective clients to assess
- Named enterprise clients are described generically rather than listed, limiting independent verification
- AI SEO service line suggests some revenue diversification away from core ML delivery
Sigma Software
+ 2,100+ professionals across 40 offices in 19 countries give exceptional scale and geographic reach
+ Majority Swedish ownership (Sigma AB, 60%) since 2006 provides a stable, publicly documented corporate structure
+ Founded 2002 by five Kharkiv co-founders — over two decades of continuous operation
+ 40-office footprint across 19 countries supports very large, multi-region enterprise programs
- Legal HQ (Stockholm) is a corporate and ownership structure rather than the company's historical engineering center of gravity (Kharkiv, Ukraine) — buyers should understand this distinction
- 2,100+ person, 19-country scale means AI/ML is one capability among many broad IT consultancy services, not a named specialist practice
- Public information on a dedicated AI/ML practice or named AI case studies is less detailed than several boutique competitors on this list

Who should choose Deeper Insights?

Deeper Insights is the right choice for enterprises across healthcare, real estate, and financial services wanting a UK-based AI consultancy with a research-heavy bench..

Team holds 500+ citations and patents globally (per company website), signaling research depth rather than a purely delivery-focused staffing model.. Minimum engagement starts at Not published. Works best with clients in Healthcare, Financial Services, Retail/E-commerce, Manufacturing.

Who should choose Sigma Software?

Sigma Software is the right choice for large enterprises wanting a Swedish-incorporated, EU-contractable IT consultancy at significant scale, aware that its founding technical culture originates from Ukraine..

60% owned by the Swedish Sigma Group since 2006, giving Sigma Software a Swedish corporate parent and legal entity while its founding engineering culture and historical delivery base trace to Kharkiv, Ukraine.. Minimum engagement starts at Not published (enterprise-scale). Works best with clients in Cross-industry enterprise IT.

Decision matrix: Deeper Insights vs Sigma Software

Your situation Recommended choice
You need full-ownership delivery on a defined project scope Deeper Insights
You need a large dedicated team for an ongoing programme Sigma Software
Your budget is at the lower end Compare: Deeper Insights (Not published) vs Sigma Software (Not published (enterprise-scale))
You need specialist depth in a specific vertical Deeper Insights
You need staff augmentation or team extension Sigma Software
You need consulting before committing to a build Deeper Insights

Use case fit: Deeper Insights vs Sigma Software

Use case Deeper Insights fit Sigma Software fit Winner
Document intelligence and processing systems Strong Limited Deeper Insights
Healthcare data science projects Strong Limited Deeper Insights
Enterprise IT consultancy engagements with embedded AI/ML components Limited Strong Sigma Software
Large-scale staff augmentation for AI-adjacent development Limited Strong Sigma Software
Fixed-price build Limited Limited Both equally
Staff augmentation Limited Strong Sigma Software

Verdict: Deeper Insights vs Sigma Software

Deeper Insights (4.3/5) is the stronger overall choice for most Machine Learning Development projects. Team holds 500+ citations and patents globally (per company website), signaling research depth rather than a purely delivery-focused staffing model.. It is best for enterprises across healthcare, real estate, and financial services wanting a UK-based AI consultancy with a research-heavy bench..

Sigma Software (3.7/5) is the better choice when large enterprises wanting a Swedish-incorporated, EU-contractable IT consultancy at significant scale, aware that its founding technical culture originates from Ukraine.. If your situation matches those criteria, Sigma Software is a competitive option.

Related comparisons

Deeper Insights vs Sigma Software FAQ

Is Deeper Insights better than Sigma Software?

Deeper Insights (4.3/5) scores higher overall, but "better" depends on your use case. Deeper Insights is better for enterprises across healthcare, real estate, and financial services wanting a UK-based AI consultancy with a research-heavy bench.. Sigma Software is better for large enterprises wanting a Swedish-incorporated, EU-contractable IT consultancy at significant scale, aware that its founding technical culture originates from Ukraine..

How do Deeper Insights and Sigma Software differ in pricing?

Deeper Insights uses consulting engagement pricing with a minimum engagement of Not published. Sigma Software uses dedicated team, staff augmentation, fixed project pricing with a minimum engagement of Not published (enterprise-scale). Neither firm publishes a full rate card; a discovery call is required for project-specific quotes.

Which is better for enterprise: Deeper Insights or Sigma Software?

Sigma Software 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 Deeper Insights and Sigma Software?

Deeper Insights's primary differentiator is: team holds 500+ citations and patents globally (per company website), signaling research depth rather than a purely delivery-focused staffing model.. Sigma Software's primary differentiator is: 60% owned by the swedish sigma group since 2006, giving sigma software a swedish corporate parent and legal entity while its founding engineering culture and historical delivery base trace to kharkiv, ukraine.. They also differ in team size (Not disclosed vs 2,100+), minimum engagement (Not published vs Not published (enterprise-scale)), and primary industries served (Healthcare, Financial Services vs Cross-industry enterprise IT).

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