Best Machine Learning Development Agencies

Exadel vs Softweb Solutions: full comparison for 2026

Last updated: July 2026

Quick verdict

Exadel (4.1/5) edges ahead of Softweb Solutions (3.9/5) 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.. 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.

Exadel vs Softweb Solutions: head-to-head summary

Criterion Exadel Softweb Solutions
Founded 1998 2006
HQ Walnut Creek, California, USA Plano, Texas, USA
Team size 1,001–5,000 201–500
Rating 4.1 / 5 3.9 / 5
Best for Enterprises wanting model design through MLOps and production deployment from a firm with 25+ years of engineering history. 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 managed services Fixed project and managed services
Min. engagement Not published Not published
Primary tech stack Python, TensorFlow, Kubernetes Python, TensorFlow, Azure IoT
Industries served Technology/SaaS, Financial Services, Healthcare, Retail Manufacturing, Retail, Logistics

Exadel vs Softweb Solutions: overview

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.

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: Exadel vs Softweb Solutions

Capability Exadel 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: Exadel vs Softweb Solutions

Framework / platform Exadel 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: Exadel vs Softweb Solutions

Criterion Exadel Softweb Solutions
Minimum engagement Not published Not published
Engagement models Fixed project, Managed services Fixed project, Managed services
Rate transparency Not public Not public
Price tier Enterprise / not published Enterprise / not published

Target audience comparison: Exadel vs Softweb Solutions

Dimension Exadel Softweb Solutions
Best company size Startup to mid-market Startup to mid-market
Best industries Technology/SaaS, Financial Services, Healthcare Manufacturing, Retail, Logistics
Best use cases Enterprises needing the full model lifecycle from design through MLOps and production integration, Generative AI application builds requiring responsible-AI governance 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

Exadel vs Softweb Solutions: pros and cons

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
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 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.

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: Exadel vs Softweb Solutions

Your situation Recommended choice
You need full-ownership delivery on a defined project scope Exadel
You need a large dedicated team for an ongoing programme Check each company's engagement model
Your budget is at the lower end Compare: Exadel (Not published) vs Softweb Solutions (Not published)
You need specialist depth in a specific vertical Exadel
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: Exadel vs Softweb Solutions

Use case Exadel fit Softweb Solutions fit Winner
Enterprises needing the full model lifecycle from design through MLOps and production integration Strong Limited Exadel
Generative AI application builds requiring responsible-AI governance Strong Limited Exadel
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: Exadel vs Softweb Solutions

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..

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

Exadel vs Softweb Solutions FAQ

Is Exadel better than Softweb Solutions?

Exadel (4.1/5) scores higher overall, but "better" depends on your use case. Exadel is better for enterprises wanting model design through MLOps and production deployment from a firm with 25+ years of engineering history.. 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 Exadel and Softweb Solutions differ in pricing?

Exadel uses fixed project and managed services 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: Exadel or Softweb Solutions?

Exadel 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 Exadel and Softweb Solutions?

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.. 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 (1,001–5,000 vs 201–500), minimum engagement (Not published vs Not published), and primary industries served (Technology/SaaS, Financial Services vs Manufacturing, Retail).

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