Best Machine Learning Development Agencies

Neoteric vs Softweb Solutions: full comparison for 2026

Last updated: July 2026

Quick verdict

Neoteric (4.3/5) edges ahead of Softweb Solutions (3.9/5) overall. Neoteric is the better choice for small and mid-size companies wanting an accessible, specialized generative-AI partner without enterprise-scale overhead.. 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.

Neoteric vs Softweb Solutions: head-to-head summary

Criterion Neoteric Softweb Solutions
Founded 2005 2006
HQ Gdańsk, Poland Plano, Texas, USA
Team size 51–200 201–500
Rating 4.3 / 5 3.9 / 5
Best for Small and mid-size companies wanting an accessible, specialized generative-AI partner without enterprise-scale overhead. 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, OpenAI API, LangChain Python, TensorFlow, Azure IoT
Industries served Energy, HR Tech, Education, Health & Wellness Manufacturing, Retail, Logistics

Neoteric vs Softweb Solutions: overview

Neoteric

Neoteric is a software development company founded in 2005, headquartered in Gdańsk, Poland, with offices also in Warsaw. The company has delivered more than 300 projects across five continents (per company website) and specializes specifically in AI and generative AI solutions for clients in energy, wellness, HR, and education, with a compact team reported between roughly 50 and 100 employees depending on source.

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: Neoteric vs Softweb Solutions

Capability Neoteric 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: Neoteric vs Softweb Solutions

Framework / platform Neoteric Softweb Solutions
Python
TensorFlow N/A
PyTorch N/A N/A
AWS
Azure N/A
Google Cloud N/A N/A
Kubernetes N/A N/A
Databricks N/A N/A
LangChain N/A

Pricing comparison: Neoteric vs Softweb Solutions

Criterion Neoteric 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: Neoteric vs Softweb Solutions

Dimension Neoteric Softweb Solutions
Best company size Startup to mid-market Startup to mid-market
Best industries Energy, HR Tech, Education Manufacturing, Retail, Logistics
Best use cases Small or mid-size companies wanting a generative-AI feature built into an existing product, HR tech or education clients needing an AI-driven feature from a specialized boutique 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

Neoteric vs Softweb Solutions: pros and cons

Neoteric
+ 20 years of continuous operation, unusually long for a team this size
+ 300+ projects delivered across five continents (per company website) shows real repeat-delivery experience despite compact size
+ Specific focus on AI and generative AI rather than treating it as one of many general software services
+ Compact team size keeps typical engagement minimums low and accessible for smaller buyers
- Compact headcount (roughly 50–100 depending on source) limits capacity for large, multi-team enterprise programs
- Named industry focus (energy, wellness, HR, education) is narrower than horizontal competitors serving finance or healthcare broadly
- Less enterprise brand recognition than the larger IT services firms 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 Neoteric?

Neoteric is the right choice for small and mid-size companies wanting an accessible, specialized generative-AI partner without enterprise-scale overhead..

20 years of operating history condensed into a compact, generative-AI-focused team rather than a broad IT services portfolio.. Minimum engagement starts at $15K. Works best with clients in Energy, HR Tech, Education, Health & Wellness.

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: Neoteric vs Softweb Solutions

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

Use case fit: Neoteric vs Softweb Solutions

Use case Neoteric fit Softweb Solutions fit Winner
Small or mid-size companies wanting a generative-AI feature built into an existing product Strong Limited Neoteric
HR tech or education clients needing an AI-driven feature from a specialized boutique Strong Limited Neoteric
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: Neoteric vs Softweb Solutions

Neoteric (4.3/5) is the stronger overall choice for most Machine Learning Development projects. 20 years of operating history condensed into a compact, generative-AI-focused team rather than a broad IT services portfolio.. It is best for small and mid-size companies wanting an accessible, specialized generative-AI partner without enterprise-scale overhead..

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

Neoteric vs Softweb Solutions FAQ

Is Neoteric better than Softweb Solutions?

Neoteric (4.3/5) scores higher overall, but "better" depends on your use case. Neoteric is better for small and mid-size companies wanting an accessible, specialized generative-AI partner without enterprise-scale overhead.. 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 Neoteric and Softweb Solutions differ in pricing?

Neoteric 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: Neoteric 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 Neoteric and Softweb Solutions?

Neoteric's primary differentiator is: 20 years of operating history condensed into a compact, generative-ai-focused team rather than a broad it services portfolio.. 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 (51–200 vs 201–500), minimum engagement ($15K vs Not published), and primary industries served (Energy, HR Tech vs Manufacturing, Retail).

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