Best Machine Learning Development Agencies

Belitsoft vs Softweb Solutions: full comparison for 2026

Last updated: July 2026

Quick verdict

Belitsoft (3.9/5) edges ahead of Softweb Solutions (3.9/5) overall. Belitsoft is the better choice for small-to-mid companies wanting AI/ML added to a broader custom software development engagement at accessible pricing.. 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.

Belitsoft vs Softweb Solutions: head-to-head summary

Criterion Belitsoft Softweb Solutions
Founded 2004 2006
HQ Warsaw, Poland Plano, Texas, USA
Team size 201–500 201–500
Rating 3.9 / 5 3.9 / 5
Best for Small-to-mid companies wanting AI/ML added to a broader custom software development engagement at accessible pricing. Companies needing AI/ML specifically paired with IoT sensor data and device deployment, backed by Avnet's hardware supply chain.
Pricing model Fixed project and Time & Material Fixed project and managed services
Min. engagement $15K Not published
Primary tech stack Python, Scikit-learn, AWS Python, TensorFlow, Azure IoT
Industries served Healthcare, Financial Services, Technology/SaaS Manufacturing, Retail, Logistics

Belitsoft vs Softweb Solutions: overview

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.

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: Belitsoft vs Softweb Solutions

Capability Belitsoft 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: Belitsoft vs Softweb Solutions

Framework / platform Belitsoft Softweb Solutions
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: Belitsoft vs Softweb Solutions

Criterion Belitsoft Softweb Solutions
Minimum engagement $15K Not published
Engagement models Fixed project, Time & Material Fixed project, Managed services
Rate transparency Minimum disclosed Not public
Price tier Accessible Enterprise / not published

Target audience comparison: Belitsoft vs Softweb Solutions

Dimension Belitsoft Softweb Solutions
Best company size Startup to mid-market Startup to mid-market
Best industries Healthcare, Financial Services, Technology/SaaS Manufacturing, Retail, Logistics
Best use cases 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 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

Belitsoft vs Softweb Solutions: pros and cons

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
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 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.

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: Belitsoft vs Softweb Solutions

Your situation Recommended choice
You need full-ownership delivery on a defined project scope Belitsoft
You need a large dedicated team for an ongoing programme Check each company's engagement model
Your budget is at the lower end Compare: Belitsoft ($15K) vs Softweb Solutions (Not published)
You need specialist depth in a specific vertical Belitsoft
You need staff augmentation or team extension Neither; consider alternatives that offer staff aug
You need consulting before committing to a build Both may offer discovery engagements

Use case fit: Belitsoft vs Softweb Solutions

Use case Belitsoft fit Softweb Solutions fit Winner
Small-to-mid companies wanting a cost-effective partner for a forecasting or recommendation-engine build Strong Limited Belitsoft
Healthcare or finance clients needing predictive analytics added to an existing software product Strong Limited Belitsoft
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 Limited Strong Softweb Solutions
Fixed-price build Limited Limited Both equally
Staff augmentation Limited Limited Both equally

Verdict: Belitsoft vs Softweb Solutions

Belitsoft (3.9/5) is the stronger overall choice for most Machine Learning Development projects. 21 years as a custom software development firm now expanding deliberately into generative AI and predictive analytics.. It is best for small-to-mid companies wanting AI/ML added to a broader custom software development engagement at accessible pricing..

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

Belitsoft vs Softweb Solutions FAQ

Is Belitsoft better than Softweb Solutions?

Belitsoft (3.9/5) scores higher overall, but "better" depends on your use case. Belitsoft is better for small-to-mid companies wanting AI/ML added to a broader custom software development engagement at accessible pricing.. 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 Belitsoft and Softweb Solutions differ in pricing?

Belitsoft uses fixed project and time & material pricing with a minimum engagement of $15K. 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: Belitsoft or Softweb Solutions?

Belitsoft 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 Belitsoft and Softweb Solutions?

Belitsoft's primary differentiator is: 21 years as a custom software development firm now expanding deliberately into generative ai and predictive analytics.. 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 (201–500 vs 201–500), minimum engagement ($15K vs Not published), and primary industries served (Healthcare, Financial Services vs Manufacturing, Retail).

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