Top Machine Learning Development Services in Europe

Predli vs Sigma Software: full comparison for 2026

Last updated: July 2026

Quick verdict

Predli (4.2/5) edges ahead of Sigma Software (3.7/5) overall. Predli is the better choice for organizations wanting a structured path from first AI experiments to production, combining strategy, engineering, and applied research in one team.. 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.

Predli vs Sigma Software: head-to-head summary

Criterion Predli Sigma Software
Founded 2019 2002
HQ Stockholm, Sweden Stockholm, Sweden (legal HQ, Sigma Sweden Software AB; founding engineering base in Kharkiv, Ukraine)
Team size Not disclosed 2,100+
Rating 4.2 / 5 3.7 / 5
Best for Organizations wanting a structured path from first AI experiments to production, combining strategy, engineering, and applied research in one team. 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, project-based Dedicated team, staff augmentation, fixed project
Min. engagement Not published Not published (enterprise-scale)
Primary tech stack Python, Generative AI frameworks, Cloud ML platforms Python, Cloud platforms, Data engineering pipelines
Industries served Cross-industry AI adoption Cross-industry enterprise IT

Predli vs Sigma Software: overview

Predli

Predli is a Stockholm, Sweden AI consulting company founded in 2019, combining strategy, engineering, and applied research to take organizations from first AI experiments to production-grade systems. Its 'Predli Studio' functions as a dedicated build unit for turning AI strategy directly into custom production solutions, alongside tech due diligence and AI masterclasses. The company has delivered 40+ AI use-cases for 50+ clients globally (per company website); 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: Predli vs Sigma Software

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

Tech stack comparison: Predli vs Sigma Software

Framework / platform Predli 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: Predli vs Sigma Software

Criterion Predli 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: Predli vs Sigma Software

Dimension Predli Sigma Software
Best company size Startup to mid-market Enterprise
Best industries Cross-industry AI adoption Cross-industry enterprise IT
Best use cases AI strategy and tech due diligence, Generative AI production builds via Predli Studio Enterprise IT consultancy engagements with embedded AI/ML components, Large-scale staff augmentation for AI-adjacent development
Typical project type Consulting retainer Dedicated team

Predli vs Sigma Software: pros and cons

Predli
+ 40+ AI use-cases delivered end-to-end for 50+ clients globally (per company website)
+ Combines tech due diligence and masterclasses alongside hands-on build work, useful for less AI-mature buyers
+ Stockholm HQ gives access to the strong Nordic tech and startup ecosystem
+ Founded 2019 with a focused, single-market Nordic identity
- Team size is not publicly disclosed
- Founded 2019 — shorter track record than several Polish and German competitors on this list
- Public case study detail (client names, metrics) is limited
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 Predli?

Predli is the right choice for organizations wanting a structured path from first AI experiments to production, combining strategy, engineering, and applied research in one team..

'Predli Studio' is a dedicated build function that turns AI strategy directly into production-grade custom solutions, rather than handing delivery to a separate vendor.. Minimum engagement starts at Not published. Works best with clients in Cross-industry AI adoption.

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: Predli vs Sigma Software

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

Use case fit: Predli vs Sigma Software

Use case Predli fit Sigma Software fit Winner
AI strategy and tech due diligence Strong Strong Both equally
Generative AI production builds via Predli Studio Strong Limited Predli
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: Predli vs Sigma Software

Predli (4.2/5) is the stronger overall choice for most Machine Learning Development projects. 'Predli Studio' is a dedicated build function that turns AI strategy directly into production-grade custom solutions, rather than handing delivery to a separate vendor.. It is best for organizations wanting a structured path from first AI experiments to production, combining strategy, engineering, and applied research in one team..

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

Predli vs Sigma Software FAQ

Is Predli better than Sigma Software?

Predli (4.2/5) scores higher overall, but "better" depends on your use case. Predli is better for organizations wanting a structured path from first AI experiments to production, combining strategy, engineering, and applied research in one team.. 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 Predli and Sigma Software differ in pricing?

Predli uses consulting engagement, project-based 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: Predli 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 Predli and Sigma Software?

Predli's primary differentiator is: 'predli studio' is a dedicated build function that turns ai strategy directly into production-grade custom solutions, rather than handing delivery to a separate vendor.. 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 (Cross-industry AI adoption vs Cross-industry enterprise IT).

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