Best Machine Learning Development Agencies

SoftServe vs Addepto: full comparison for 2026

Last updated: July 2026

Quick verdict

Addepto (4.1/5) edges ahead of SoftServe (4.0/5) overall. Addepto is the better choice for companies wanting boutique AI/BI consulting from a team now backed by KMS Technology's additional resources post-acquisition.. SoftServe is the stronger option for enterprises wanting a large, established engineering partner with a long-running AI/ML and data practice alongside cloud and IoT work.. The right choice depends on your project size, budget, and required tech stack.

SoftServe vs Addepto: head-to-head summary

Criterion SoftServe Addepto
Founded 1993 2018
HQ Austin, Texas, USA / Lviv, Ukraine Warsaw, Poland
Team size 10,000+ 51–200
Rating 4.0 / 5 4.1 / 5
Best for Enterprises wanting a large, established engineering partner with a long-running AI/ML and data practice alongside cloud and IoT work. Companies wanting boutique AI/BI consulting from a team now backed by KMS Technology's additional resources post-acquisition.
Pricing model Fixed project, dedicated team, staff augmentation Fixed project and consulting retainer
Min. engagement Not published $20K
Primary tech stack Python, TensorFlow, Azure Python, Scikit-learn, TensorFlow
Industries served Healthcare, Retail, Financial Services, Technology/SaaS Financial Services, Retail, Manufacturing

SoftServe vs Addepto: overview

SoftServe

SoftServe is a digital engineering and consulting company founded in 1993 in Lviv, Ukraine, with US headquarters in Austin, Texas and European headquarters remaining in Lviv. Reported headcount ranges from roughly 10,000 to 12,000 employees across 58 offices in 14 countries, with AI/ML, data and analytics, and cloud among its core practice areas.

Addepto

Addepto is an AI and data consulting company founded in Warsaw, Poland in 2018 by Edwin Lisowski and Artur Haponik (one source lists 2017), specializing in machine learning, artificial intelligence, and business intelligence solutions. Reported headcount is roughly 55–58 employees across Europe, North America, and Asia. In December 2025, Addepto was acquired by KMS Technology; prospective clients should confirm how the acquisition affects team continuity, existing contracts, and service delivery going forward.

Services and capabilities: SoftServe vs Addepto

Capability SoftServe Addepto
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: SoftServe vs Addepto

Framework / platform SoftServe Addepto
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: SoftServe vs Addepto

Criterion SoftServe Addepto
Minimum engagement Not published $20K
Engagement models Fixed project, Dedicated team, Staff augmentation Fixed project, Consulting retainer
Rate transparency Not public Minimum disclosed
Price tier Enterprise / not published Accessible

Target audience comparison: SoftServe vs Addepto

Dimension SoftServe Addepto
Best company size Enterprise Startup to mid-market
Best industries Healthcare, Retail, Financial Services Financial Services, Retail, Manufacturing
Best use cases Enterprise clients needing AI/ML delivered as part of a broader digital engineering program, Healthcare or retail programs combining cloud migration with applied ML Mid-market companies wanting boutique AI/BI consulting now paired with KMS Technology's broader resources, Business intelligence projects that also require a machine learning component
Typical project type Fixed project Fixed project

SoftServe vs Addepto: pros and cons

SoftServe
+ 32 years of operating history, among the longest on this list
+ 10,000+ employees across 58 offices supports very large, globally distributed programs
+ AI/ML practice sits alongside mature cloud, data, and IoT capabilities from the same firm
+ Dual US/Ukraine headquarters structure has proven resilient through a long operating history
- AI/ML is one of several major practice areas rather than the company's sole focus
- Very large scale may mean less senior-level access on smaller engagements than boutique specialists
- Minimum engagement size and standard pricing not publicly disclosed
Addepto
+ 7 years of focused AI/BI consulting experience prior to the KMS Technology acquisition
+ Small team size historically meant direct founder-level access on engagements
+ Multi-continent presence (Europe, North America, Asia) despite a compact headcount
+ Acquisition by KMS Technology (Dec 2025) may bring additional delivery resources and stability
- Acquired by KMS Technology in December 2025 — buyers should confirm how this affects team continuity, pricing, and existing contracts before signing
- Public sources disagree on exact founding year (2017 vs. 2018) and employee count (55 vs. 58)
- Post-acquisition integration could change the service delivery model in ways not yet publicly documented

Who should choose SoftServe?

SoftServe is the right choice for enterprises wanting a large, established engineering partner with a long-running AI/ML and data practice alongside cloud and IoT work..

32 years of continuous operation spanning both a US public-market presence and deep Ukrainian engineering roots.. Minimum engagement starts at Not published. Works best with clients in Healthcare, Retail, Financial Services, Technology/SaaS.

Who should choose Addepto?

Addepto is the right choice for companies wanting boutique AI/BI consulting from a team now backed by KMS Technology's additional resources post-acquisition..

Boutique AI/BI consultancy that gained additional scale and resources through its December 2025 acquisition by KMS Technology.. Minimum engagement starts at $20K. Works best with clients in Financial Services, Retail, Manufacturing.

Decision matrix: SoftServe vs Addepto

Your situation Recommended choice
You need full-ownership delivery on a defined project scope SoftServe
You need a large dedicated team for an ongoing programme SoftServe
Your budget is at the lower end Compare: SoftServe (Not published) vs Addepto ($20K)
You need specialist depth in a specific vertical SoftServe
You need staff augmentation or team extension SoftServe
You need consulting before committing to a build Addepto

Use case fit: SoftServe vs Addepto

Use case SoftServe fit Addepto fit Winner
Enterprise clients needing AI/ML delivered as part of a broader digital engineering program Strong Limited SoftServe
Healthcare or retail programs combining cloud migration with applied ML Strong Limited SoftServe
Mid-market companies wanting boutique AI/BI consulting now paired with KMS Technology's broader resources Limited Strong Addepto
Business intelligence projects that also require a machine learning component Limited Strong Addepto
Fixed-price build Limited Limited Both equally
Staff augmentation Strong Limited SoftServe

Verdict: SoftServe vs Addepto

Addepto (4.1/5) is the stronger overall choice for most Machine Learning Development projects. Boutique AI/BI consultancy that gained additional scale and resources through its December 2025 acquisition by KMS Technology.. It is best for companies wanting boutique AI/BI consulting from a team now backed by KMS Technology's additional resources post-acquisition..

SoftServe (4.0/5) is the better choice when enterprises wanting a large, established engineering partner with a long-running AI/ML and data practice alongside cloud and IoT work.. If your situation matches those criteria, SoftServe is a competitive option.

Related comparisons

SoftServe vs Addepto FAQ

Is SoftServe better than Addepto?

Addepto (4.1/5) scores higher overall, but "better" depends on your use case. SoftServe is better for enterprises wanting a large, established engineering partner with a long-running AI/ML and data practice alongside cloud and IoT work.. Addepto is better for companies wanting boutique AI/BI consulting from a team now backed by KMS Technology's additional resources post-acquisition..

How do SoftServe and Addepto differ in pricing?

SoftServe uses fixed project, dedicated team, staff augmentation pricing with a minimum engagement of Not published. Addepto uses fixed project and consulting retainer pricing with a minimum engagement of $20K. Neither firm publishes a full rate card; a discovery call is required for project-specific quotes.

Which is better for enterprise: SoftServe or Addepto?

Addepto 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 SoftServe and Addepto?

SoftServe's primary differentiator is: 32 years of continuous operation spanning both a us public-market presence and deep ukrainian engineering roots.. Addepto's primary differentiator is: boutique ai/bi consultancy that gained additional scale and resources through its december 2025 acquisition by kms technology.. They also differ in team size (10,000+ vs 51–200), minimum engagement (Not published vs $20K), and primary industries served (Healthcare, Retail vs Financial Services, Retail).

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