Best Machine Learning Development Agencies

Sigma Software Group vs Belitsoft: full comparison for 2026

Last updated: July 2026

Quick verdict

Sigma Software Group (4.0/5) edges ahead of Belitsoft (3.9/5) overall. Sigma Software Group is the better choice for companies wanting ML delivered by an outsourcing firm with an independently verified, decade-plus industry ranking track record.. Belitsoft is the stronger option for small-to-mid companies wanting AI/ML added to a broader custom software development engagement at accessible pricing.. The right choice depends on your project size, budget, and required tech stack.

Sigma Software Group vs Belitsoft: head-to-head summary

Criterion Sigma Software Group Belitsoft
Founded 2002 2004
HQ Stockholm, Sweden Warsaw, Poland
Team size 1,001–5,000 201–500
Rating 4.0 / 5 3.9 / 5
Best for Companies wanting ML delivered by an outsourcing firm with an independently verified, decade-plus industry ranking track record. Small-to-mid companies wanting AI/ML added to a broader custom software development engagement at accessible pricing.
Pricing model Fixed project, dedicated team, staff augmentation Fixed project and Time & Material
Min. engagement Not published $15K
Primary tech stack Python, TensorFlow, AWS Python, Scikit-learn, AWS
Industries served Technology/SaaS, Media & Entertainment, Automotive, Aerospace Healthcare, Financial Services, Technology/SaaS

Sigma Software Group vs Belitsoft: overview

Sigma Software Group

Sigma Software Group was founded in 2002 by five colleagues from Kharkiv, Ukraine — four developers and a lawyer — and is now headquartered in Stockholm, Sweden, with roughly 1,600–2,100 professionals across 40 offices in 19 countries. The firm has appeared on IAOP's World's Top 100 Outsourcing list every year since 2015, and its machine learning work sits alongside cybersecurity, AR/VR, and IoT practices.

Belitsoft

Belitsoft is a software development company founded in 2004, headquartered in Warsaw, Poland, with development centers in Gomel and Brest, Belarus. Reported headcount ranges from roughly 250 to 400+ developers, testers, project managers, and DevOps specialists, and the firm has expanded its cloud and AI development proficiency to include generative AI, predictive analytics, and forecasting models alongside its core custom software development practice.

Services and capabilities: Sigma Software Group vs Belitsoft

Capability Sigma Software Group Belitsoft
Custom ML model development
Deep learning & computer vision
NLP & LLM / Generative AI
MLOps & production deployment
Data engineering
AI strategy consulting
Staff augmentation

Tech stack comparison: Sigma Software Group vs Belitsoft

Framework / platform Sigma Software Group Belitsoft
Python
TensorFlow N/A
PyTorch N/A N/A
AWS
Azure
Google Cloud N/A N/A
Kubernetes N/A N/A
Databricks N/A N/A
LangChain N/A N/A

Pricing comparison: Sigma Software Group vs Belitsoft

Criterion Sigma Software Group Belitsoft
Minimum engagement Not published $15K
Engagement models Fixed project, Dedicated team, Staff augmentation Fixed project, Time & Material
Rate transparency Not public Minimum disclosed
Price tier Enterprise / not published Accessible

Target audience comparison: Sigma Software Group vs Belitsoft

Dimension Sigma Software Group Belitsoft
Best company size Startup to mid-market Startup to mid-market
Best industries Technology/SaaS, Media & Entertainment, Automotive Healthcare, Financial Services, Technology/SaaS
Best use cases Companies wanting ML delivered by a vendor with a long, independently verified outsourcing track record, Cross-disciplinary projects combining ML with AR/VR or IoT Small-to-mid companies wanting a cost-effective partner for a forecasting or recommendation-engine build, Healthcare or finance clients needing predictive analytics added to an existing software product
Typical project type Fixed project Fixed project

Sigma Software Group vs Belitsoft: pros and cons

Sigma Software Group
+ 23 years of operating history from five co-founders to a 40-office global group
+ Independently verified IAOP Top 100 Outsourcing ranking every year since 2015, unlike self-reported rankings
+ 1,600+ professionals across 19 countries supports broad geographic delivery
+ Machine learning work paired with adjacent specialties like AR/VR and cybersecurity for cross-disciplinary projects
- Machine learning is one of several specialties (alongside cybersecurity, AR/VR, IoT) rather than the firm's core focus
- Less AI-specific branding than firms marketed explicitly as AI-first
- Minimum engagement size not publicly disclosed
Belitsoft
+ 21 years of continuous custom software development history
+ Accessible minimum engagement size relative to enterprise-scale competitors on this list
+ Deep expertise cited in Big Data, Deep Learning, and Predictive Analytics beyond generic AI marketing language
+ Multi-country delivery (Poland, Belarus) supports competitive pricing for smaller buyers
- AI/ML is a recently expanded practice area layered onto a longer-running general software development business
- Reported headcount varies by source (250 vs. 400+), worth confirming current team size directly
- Less brand recognition in AI/ML specifically compared to AI-first boutiques on this list

Who should choose Sigma Software Group?

Sigma Software Group is the right choice for companies wanting ML delivered by an outsourcing firm with an independently verified, decade-plus industry ranking track record..

Consecutive annual placement on IAOP's World's Top 100 Outsourcing list every year since 2015.. Minimum engagement starts at Not published. Works best with clients in Technology/SaaS, Media & Entertainment, Automotive, Aerospace.

Who should choose Belitsoft?

Belitsoft is the right choice for small-to-mid companies wanting AI/ML added to a broader custom software development engagement at accessible pricing..

21 years as a custom software development firm now expanding deliberately into generative AI and predictive analytics.. Minimum engagement starts at $15K. Works best with clients in Healthcare, Financial Services, Technology/SaaS.

Decision matrix: Sigma Software Group vs Belitsoft

Your situation Recommended choice
You need full-ownership delivery on a defined project scope Sigma Software Group
You need a large dedicated team for an ongoing programme Sigma Software Group
Your budget is at the lower end Compare: Sigma Software Group (Not published) vs Belitsoft ($15K)
You need specialist depth in a specific vertical Sigma Software Group
You need staff augmentation or team extension Sigma Software Group
You need consulting before committing to a build Sigma Software Group

Use case fit: Sigma Software Group vs Belitsoft

Use case Sigma Software Group fit Belitsoft fit Winner
Companies wanting ML delivered by a vendor with a long, independently verified outsourcing track record Strong Strong Both equally
Cross-disciplinary projects combining ML with AR/VR or IoT Strong Limited Sigma Software Group
Small-to-mid companies wanting a cost-effective partner for a forecasting or recommendation-engine build Limited Strong Belitsoft
Healthcare or finance clients needing predictive analytics added to an existing software product Limited Strong Belitsoft
Fixed-price build Limited Limited Both equally
Staff augmentation Limited Limited Both equally

Verdict: Sigma Software Group vs Belitsoft

Sigma Software Group (4.0/5) is the stronger overall choice for most Machine Learning Development projects. Consecutive annual placement on IAOP's World's Top 100 Outsourcing list every year since 2015.. It is best for companies wanting ML delivered by an outsourcing firm with an independently verified, decade-plus industry ranking track record..

Belitsoft (3.9/5) is the better choice when small-to-mid companies wanting AI/ML added to a broader custom software development engagement at accessible pricing.. If your situation matches those criteria, Belitsoft is a competitive option.

Related comparisons

Sigma Software Group vs Belitsoft FAQ

Is Sigma Software Group better than Belitsoft?

Sigma Software Group (4.0/5) scores higher overall, but "better" depends on your use case. Sigma Software Group is better for companies wanting ML delivered by an outsourcing firm with an independently verified, decade-plus industry ranking track record.. Belitsoft is better for small-to-mid companies wanting AI/ML added to a broader custom software development engagement at accessible pricing..

How do Sigma Software Group and Belitsoft differ in pricing?

Sigma Software Group uses fixed project, dedicated team, staff augmentation pricing with a minimum engagement of Not published. Belitsoft uses fixed project and time & material 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: Sigma Software Group or Belitsoft?

Sigma Software Group is the larger team and typically the better enterprise-scale choice. For very large programmes, verify team size and compliance coverage directly with each agency before shortlisting.

What are the main differences between Sigma Software Group and Belitsoft?

Sigma Software Group's primary differentiator is: consecutive annual placement on iaop's world's top 100 outsourcing list every year since 2015.. Belitsoft's primary differentiator is: 21 years as a custom software development firm now expanding deliberately into generative ai and predictive analytics.. They also differ in team size (1,001–5,000 vs 201–500), minimum engagement (Not published vs $15K), and primary industries served (Technology/SaaS, Media & Entertainment vs Healthcare, Financial Services).

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