Best Machine Learning Development Agencies

DataArt vs Softweb Solutions: full comparison for 2026

Last updated: July 2026

Quick verdict

DataArt (3.9/5) edges ahead of Softweb Solutions (3.9/5) overall. DataArt is the better choice for enterprises across finance, media, healthcare, and retail wanting AI/ML from a long-established, globally distributed software engineering partner.. 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.

DataArt vs Softweb Solutions: head-to-head summary

Criterion DataArt Softweb Solutions
Founded 1997 2006
HQ New York, USA Plano, Texas, USA
Team size 5,001–10,000 201–500
Rating 3.9 / 5 3.9 / 5
Best for Enterprises across finance, media, healthcare, and retail wanting AI/ML from a long-established, globally distributed software engineering partner. 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, Azure OpenAI, AWS Python, TensorFlow, Azure IoT
Industries served Financial Services, Media & Entertainment, Healthcare, Retail, Travel & Hospitality Manufacturing, Retail, Logistics

DataArt vs Softweb Solutions: overview

DataArt

DataArt is a software engineering and consulting company founded in 1997 in New York by Eugene Goland, with roughly 5,400 employees across more than 30 locations spanning the US, Europe, Latin America, India, and the UAE. The firm added an Advanced AI Strategy Consulting service line in 2024, delivering data, analytics, and AI/ML work alongside its long-standing core software engineering 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: DataArt vs Softweb Solutions

Capability DataArt 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: DataArt vs Softweb Solutions

Framework / platform DataArt 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
LangChain N/A N/A

Pricing comparison: DataArt vs Softweb Solutions

Criterion DataArt 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: DataArt vs Softweb Solutions

Dimension DataArt Softweb Solutions
Best company size Enterprise Startup to mid-market
Best industries Financial Services, Media & Entertainment, Healthcare Manufacturing, Retail, Logistics
Best use cases Enterprises wanting AI strategy consulting bundled with long-term software engineering delivery, Media or travel companies needing broad-based data and AI/ML capability 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

DataArt vs Softweb Solutions: pros and cons

DataArt
+ 28 years of continuous operation under the same founder-led leadership
+ 30+ global delivery locations across five regions supports broad geographic coverage
+ Named AI Strategy Consulting service line launched in 2024 shows deliberate recent AI investment
+ Broad industry coverage spanning finance, media, healthcare, and travel
- AI Strategy Consulting is a comparatively recent addition (2024) versus firms with a decade-plus dedicated AI/ML focus
- 5,400-employee scale sits within a broad general software-engineering practice rather than an AI-first firm
- Minimum engagement size 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 DataArt?

DataArt is the right choice for enterprises across finance, media, healthcare, and retail wanting AI/ML from a long-established, globally distributed software engineering partner..

28 years of operating history across 30+ global delivery locations, with a newer (2024) dedicated AI strategy consulting service line.. Minimum engagement starts at Not published. Works best with clients in Financial Services, Media & Entertainment, Healthcare, Retail, Travel & Hospitality.

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: DataArt vs Softweb Solutions

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

Use case fit: DataArt vs Softweb Solutions

Use case DataArt fit Softweb Solutions fit Winner
Enterprises wanting AI strategy consulting bundled with long-term software engineering delivery Strong Limited DataArt
Media or travel companies needing broad-based data and AI/ML capability Strong Limited DataArt
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: DataArt vs Softweb Solutions

DataArt (3.9/5) is the stronger overall choice for most Machine Learning Development projects. 28 years of operating history across 30+ global delivery locations, with a newer (2024) dedicated AI strategy consulting service line.. It is best for enterprises across finance, media, healthcare, and retail wanting AI/ML from a long-established, globally distributed software engineering partner..

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

DataArt vs Softweb Solutions FAQ

Is DataArt better than Softweb Solutions?

DataArt (3.9/5) scores higher overall, but "better" depends on your use case. DataArt is better for enterprises across finance, media, healthcare, and retail wanting AI/ML from a long-established, globally distributed software engineering partner.. 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 DataArt and Softweb Solutions differ in pricing?

DataArt 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: DataArt or Softweb Solutions?

DataArt 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 DataArt and Softweb Solutions?

DataArt's primary differentiator is: 28 years of operating history across 30+ global delivery locations, with a newer (2024) dedicated ai strategy consulting service line.. 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 (5,001–10,000 vs 201–500), minimum engagement (Not published vs Not published), and primary industries served (Financial Services, Media & Entertainment vs Manufacturing, Retail).

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