Best Machine Learning Development Agencies

Innowise Group vs Softweb Solutions: full comparison for 2026

Last updated: July 2026

Quick verdict

Innowise Group (3.9/5) edges ahead of Softweb Solutions (3.9/5) overall. Innowise Group is the better choice for companies wanting AI/ML delivered as part of a broad full-cycle software development engagement from one vendor.. 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.

Innowise Group vs Softweb Solutions: head-to-head summary

Criterion Innowise Group Softweb Solutions
Founded 2007 2006
HQ Warsaw, Poland Plano, Texas, USA
Team size 1,001–5,000 201–500
Rating 3.9 / 5 3.9 / 5
Best for Companies wanting AI/ML delivered as part of a broad full-cycle software development engagement from one vendor. 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, AWS Python, TensorFlow, Azure IoT
Industries served Technology/SaaS, Healthcare, Retail, Financial Services Manufacturing, Retail, Logistics

Innowise Group vs Softweb Solutions: overview

Innowise Group

Innowise Group is a global full-cycle software development and IT consulting company established in 2007, headquartered in Warsaw, Poland. The firm has grown to roughly 3,000–3,500 employees and offers AI/ML services alongside web and mobile development, cloud, QA, DevOps, cybersecurity, and IT staff augmentation, with recent office expansions into the UK, UAE, and Germany.

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: Innowise Group vs Softweb Solutions

Capability Innowise Group 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: Innowise Group vs Softweb Solutions

Framework / platform Innowise Group Softweb Solutions
Python
TensorFlow
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: Innowise Group vs Softweb Solutions

Criterion Innowise Group 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: Innowise Group vs Softweb Solutions

Dimension Innowise Group Softweb Solutions
Best company size Startup to mid-market Startup to mid-market
Best industries Technology/SaaS, Healthcare, Retail Manufacturing, Retail, Logistics
Best use cases Companies wanting a single vendor for a full product build that includes an ML component, Full-cycle development programs where AI/ML is one feature among several 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

Innowise Group vs Softweb Solutions: pros and cons

Innowise Group
+ 18 years of continuous growth from founding to 3,000+ employees
+ Recent international office expansion (UK, UAE, Germany, 2023–2024) signals active growth investment
+ Full-cycle development scope means AI/ML features can be built directly into a larger product without a separate vendor
+ 3,000+ engineers supports substantial delivery capacity for large programs
- AI/ML is one of many services (alongside web, mobile, cloud, QA, cybersecurity) rather than the firm's defining specialty
- Less AI-specific certification or research-driven positioning than boutique ML specialists 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 Innowise Group?

Innowise Group is the right choice for companies wanting AI/ML delivered as part of a broad full-cycle software development engagement from one vendor..

Full-cycle software development scope (web, mobile, cloud, QA, security) with AI/ML as one of several integrated specialties.. Minimum engagement starts at Not published. Works best with clients in Technology/SaaS, Healthcare, Retail, Financial Services.

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: Innowise Group vs Softweb Solutions

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

Use case fit: Innowise Group vs Softweb Solutions

Use case Innowise Group fit Softweb Solutions fit Winner
Companies wanting a single vendor for a full product build that includes an ML component Strong Strong Both equally
Full-cycle development programs where AI/ML is one feature among several Strong Limited Innowise Group
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 Strong Limited Innowise Group

Verdict: Innowise Group vs Softweb Solutions

Innowise Group (3.9/5) is the stronger overall choice for most Machine Learning Development projects. Full-cycle software development scope (web, mobile, cloud, QA, security) with AI/ML as one of several integrated specialties.. It is best for companies wanting AI/ML delivered as part of a broad full-cycle software development engagement from one vendor..

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

Innowise Group vs Softweb Solutions FAQ

Is Innowise Group better than Softweb Solutions?

Innowise Group (3.9/5) scores higher overall, but "better" depends on your use case. Innowise Group is better for companies wanting AI/ML delivered as part of a broad full-cycle software development engagement from one vendor.. 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 Innowise Group and Softweb Solutions differ in pricing?

Innowise Group 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: Innowise Group or Softweb Solutions?

Innowise Group 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 Innowise Group and Softweb Solutions?

Innowise Group's primary differentiator is: full-cycle software development scope (web, mobile, cloud, qa, security) with ai/ml as one of several integrated specialties.. 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, Healthcare vs Manufacturing, Retail).

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