Best Machine Learning Development Agencies

Sigma Software Group vs Exadel: full comparison for 2026

Last updated: July 2026

Quick verdict

Exadel (4.1/5) edges ahead of Sigma Software Group (4.0/5) overall. Exadel is the better choice for enterprises wanting model design through MLOps and production deployment from a firm with 25+ years of engineering history.. Sigma Software Group is the stronger option for companies wanting ML delivered by an outsourcing firm with an independently verified, decade-plus industry ranking track record.. The right choice depends on your project size, budget, and required tech stack.

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

Criterion Sigma Software Group Exadel
Founded 2002 1998
HQ Stockholm, Sweden Walnut Creek, California, USA
Team size 1,001–5,000 1,001–5,000
Rating 4.0 / 5 4.1 / 5
Best for Companies wanting ML delivered by an outsourcing firm with an independently verified, decade-plus industry ranking track record. Enterprises wanting model design through MLOps and production deployment from a firm with 25+ years of engineering history.
Pricing model Fixed project, dedicated team, staff augmentation Fixed project and managed services
Min. engagement Not published Not published
Primary tech stack Python, TensorFlow, AWS Python, TensorFlow, Kubernetes
Industries served Technology/SaaS, Media & Entertainment, Automotive, Aerospace Technology/SaaS, Financial Services, Healthcare, Retail

Sigma Software Group vs Exadel: 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.

Exadel

Exadel is a global software consulting and development company founded in Silicon Valley in 1998, headquartered in Walnut Creek, California, with roughly 2,000+ engineers across more than 30 delivery centers in 17 countries. The firm names AI and data management, including generative AI and MLOps, as one of five core service areas alongside strategy consulting, digital experience, and managed services.

Services and capabilities: Sigma Software Group vs Exadel

Capability Sigma Software Group Exadel
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 Exadel

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

Pricing comparison: Sigma Software Group vs Exadel

Criterion Sigma Software Group Exadel
Minimum engagement Not published Not published
Engagement models Fixed project, Dedicated team, Staff augmentation Fixed project, Managed services
Rate transparency Not public Not public
Price tier Enterprise / not published Enterprise / not published

Target audience comparison: Sigma Software Group vs Exadel

Dimension Sigma Software Group Exadel
Best company size Startup to mid-market Startup to mid-market
Best industries Technology/SaaS, Media & Entertainment, Automotive Technology/SaaS, Financial Services, Healthcare
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 Enterprises needing the full model lifecycle from design through MLOps and production integration, Generative AI application builds requiring responsible-AI governance
Typical project type Fixed project Fixed project

Sigma Software Group vs Exadel: 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
Exadel
+ 27 years of continuous operation since its 1998 Silicon Valley founding
+ AI and Data Management is one of only five named core service lines, indicating strategic (not incidental) investment
+ 2,000+ engineers across 30+ delivery centers supports large, distributed programs
+ Named focus on responsible AI 'built for trust and scale' alongside technical delivery
- AI/ML sits alongside four other core service lines (strategy, digital experience, digital products, managed services) rather than being the sole focus
- Less boutique-style founder access than smaller specialist firms on this list
- Minimum engagement size not publicly disclosed

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 Exadel?

Exadel is the right choice for enterprises wanting model design through MLOps and production deployment from a firm with 25+ years of engineering history..

Explicit end-to-end scope 'from model design to MLOps and integration' as one of five named core service lines.. Minimum engagement starts at Not published. Works best with clients in Technology/SaaS, Financial Services, Healthcare, Retail.

Decision matrix: Sigma Software Group vs Exadel

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 Exadel (Not published)
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 Exadel

Use case Sigma Software Group fit Exadel fit Winner
Companies wanting ML delivered by a vendor with a long, independently verified outsourcing track record Strong Limited Sigma Software Group
Cross-disciplinary projects combining ML with AR/VR or IoT Strong Limited Sigma Software Group
Enterprises needing the full model lifecycle from design through MLOps and production integration Limited Strong Exadel
Generative AI application builds requiring responsible-AI governance Limited Strong Exadel
Fixed-price build Limited Limited Both equally
Staff augmentation Limited Limited Both equally

Verdict: Sigma Software Group vs Exadel

Exadel (4.1/5) is the stronger overall choice for most Machine Learning Development projects. Explicit end-to-end scope 'from model design to MLOps and integration' as one of five named core service lines.. It is best for enterprises wanting model design through MLOps and production deployment from a firm with 25+ years of engineering history..

Sigma Software Group (4.0/5) is the better choice when companies wanting ML delivered by an outsourcing firm with an independently verified, decade-plus industry ranking track record.. If your situation matches those criteria, Sigma Software Group is a competitive option.

Related comparisons

Sigma Software Group vs Exadel FAQ

Is Sigma Software Group better than Exadel?

Exadel (4.1/5) 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.. Exadel is better for enterprises wanting model design through MLOps and production deployment from a firm with 25+ years of engineering history..

How do Sigma Software Group and Exadel differ in pricing?

Sigma Software Group uses fixed project, dedicated team, staff augmentation pricing with a minimum engagement of Not published. Exadel uses fixed project and managed services pricing with a minimum engagement of Not published. 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 Exadel?

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 Exadel?

Sigma Software Group's primary differentiator is: consecutive annual placement on iaop's world's top 100 outsourcing list every year since 2015.. Exadel's primary differentiator is: explicit end-to-end scope 'from model design to mlops and integration' as one of five named core service lines.. They also differ in team size (1,001–5,000 vs 1,001–5,000), minimum engagement (Not published vs Not published), and primary industries served (Technology/SaaS, Media & Entertainment vs Technology/SaaS, Financial Services).

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