Best Machine Learning Development Agencies

SoftServe vs Softweb Solutions: full comparison for 2026

Last updated: July 2026

Quick verdict

SoftServe (4.0/5) edges ahead of Softweb Solutions (3.9/5) overall. SoftServe is the better choice for enterprises wanting a large, established engineering partner with a long-running AI/ML and data practice alongside cloud and IoT work.. Softweb Solutions is the stronger option for companies needing AI/ML specifically paired with IoT sensor data and device deployment, backed by Avnet's hardware supply chain.. The right choice depends on your project size, budget, and required tech stack.

SoftServe vs Softweb Solutions: head-to-head summary

Criterion SoftServe Softweb Solutions
Founded 1993 2006
HQ Austin, Texas, USA / Lviv, Ukraine Plano, Texas, USA
Team size 10,000+ 201–500
Rating 4.0 / 5 3.9 / 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 needing AI/ML specifically paired with IoT sensor data and device deployment, backed by Avnet's hardware supply chain.
Pricing model Fixed project, dedicated team, staff augmentation Fixed project and managed services
Min. engagement Not published Not published
Primary tech stack Python, TensorFlow, Azure Python, TensorFlow, Azure IoT
Industries served Healthcare, Retail, Financial Services, Technology/SaaS Manufacturing, Retail, Logistics

SoftServe vs Softweb Solutions: 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.

Softweb Solutions

Softweb Solutions is an AI and IoT-focused digital transformation company founded in 2006 (some sources cite 2004), headquartered in Plano, Texas, with additional offices in Chicago, Dallas, and Ahmedabad, India. The company was acquired by global electronics distributor Avnet in December 2018 and now operates as 'Softweb Solutions — An Avnet Company,' building AI models for image classification, intelligent forecasting, and IoT scenario detection alongside broader data and digital transformation services.

Services and capabilities: SoftServe vs Softweb Solutions

Capability SoftServe Softweb Solutions
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 Softweb Solutions

Framework / platform SoftServe Softweb Solutions
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 Softweb Solutions

Criterion SoftServe Softweb Solutions
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: SoftServe vs Softweb Solutions

Dimension SoftServe Softweb Solutions
Best company size Enterprise Startup to mid-market
Best industries Healthcare, Retail, Financial Services Manufacturing, Retail, Logistics
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 Manufacturing or logistics clients needing AI models tied to IoT sensor data, Retail computer-vision projects such as image classification or shelf monitoring
Typical project type Fixed project Fixed project

SoftServe vs Softweb Solutions: 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
Softweb Solutions
+ Ownership by Avnet (since December 2018) gives direct proximity to hardware and electronics supply chains for IoT-linked AI projects
+ Nearly two decades of operating history combining AI and IoT delivery
+ Named use cases in image classification and intelligent forecasting show concrete applied AI/ML work
+ Multi-country office presence (US, India) supports cost-flexible delivery
- Acquired by Avnet in 2018 — the company now operates as a subsidiary rather than an independent AI consultancy, which can affect contracting flexibility
- Public sources disagree on both founding year (2004 vs. 2006) and employee count (201–500 vs. 501–1,000)
- IoT-centric positioning may be less suited to buyers wanting purely software-based ML with no hardware/device component

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 Softweb Solutions?

Softweb Solutions is the right choice for companies needing AI/ML specifically paired with IoT sensor data and device deployment, backed by Avnet's hardware supply chain..

Backed by Avnet, a global electronics distributor, giving unusual hardware/IoT supply-chain proximity for AI-on-device projects.. Minimum engagement starts at Not published. Works best with clients in Manufacturing, Retail, Logistics.

Decision matrix: SoftServe vs Softweb Solutions

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 Softweb Solutions (Not published)
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 Both may offer discovery engagements

Use case fit: SoftServe vs Softweb Solutions

Use case SoftServe fit Softweb Solutions 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
Manufacturing or logistics clients needing AI models tied to IoT sensor data Limited Strong Softweb Solutions
Retail computer-vision projects such as image classification or shelf monitoring Strong Strong Both equally
Fixed-price build Limited Limited Both equally
Staff augmentation Strong Limited SoftServe

Verdict: SoftServe vs Softweb Solutions

SoftServe (4.0/5) is the stronger overall choice for most Machine Learning Development projects. 32 years of continuous operation spanning both a US public-market presence and deep Ukrainian engineering roots.. It is best for enterprises wanting a large, established engineering partner with a long-running AI/ML and data practice alongside cloud and IoT work..

Softweb Solutions (3.9/5) is the better choice when companies needing AI/ML specifically paired with IoT sensor data and device deployment, backed by Avnet's hardware supply chain.. If your situation matches those criteria, Softweb Solutions is a competitive option.

Related comparisons

SoftServe vs Softweb Solutions FAQ

Is SoftServe better than Softweb Solutions?

SoftServe (4.0/5) 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.. Softweb Solutions is better for companies needing AI/ML specifically paired with IoT sensor data and device deployment, backed by Avnet's hardware supply chain..

How do SoftServe and Softweb Solutions differ in pricing?

SoftServe uses fixed project, dedicated team, staff augmentation pricing with a minimum engagement of Not published. Softweb Solutions 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: SoftServe or Softweb Solutions?

Softweb Solutions 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 Softweb Solutions?

SoftServe's primary differentiator is: 32 years of continuous operation spanning both a us public-market presence and deep ukrainian engineering roots.. Softweb Solutions's primary differentiator is: backed by avnet, a global electronics distributor, giving unusual hardware/iot supply-chain proximity for ai-on-device projects.. They also differ in team size (10,000+ vs 201–500), minimum engagement (Not published vs Not published), and primary industries served (Healthcare, Retail vs Manufacturing, Retail).

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