Best Machine Learning Development Agencies

MobiDev vs Softweb Solutions: full comparison for 2026

Last updated: July 2026

Quick verdict

MobiDev (4.2/5) edges ahead of Softweb Solutions (3.9/5) overall. MobiDev is the better choice for retail, hospitality, and health/fitness companies wanting a mid-size firm with a proven, product-specific AI/ML delivery track record.. 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.

MobiDev vs Softweb Solutions: head-to-head summary

Criterion MobiDev Softweb Solutions
Founded 2009 2006
HQ Atlanta, Georgia, USA Plano, Texas, USA
Team size 201–500 201–500
Rating 4.2 / 5 3.9 / 5
Best for Retail, hospitality, and health/fitness companies wanting a mid-size firm with a proven, product-specific AI/ML delivery track record. 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 dedicated team Fixed project and managed services
Min. engagement $20K Not published
Primary tech stack Python, TensorFlow, OpenCV Python, TensorFlow, Azure IoT
Industries served Retail, Hospitality, Health & Fitness, Sports Manufacturing, Retail, Logistics

MobiDev vs Softweb Solutions: overview

MobiDev

MobiDev is a custom software development company founded in 2009, headquartered in Atlanta, Georgia, with R&D centers in Lodz, Poland and Chernivtsi, Ukraine, and roughly 290–400 engineers. CEO Oleg Lola initiated a dedicated AI/ML practice in 2018, and the company has since delivered more than 65 AI/ML products, concentrated in retail, hospitality, fitness, sports, and health/wellness.

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: MobiDev vs Softweb Solutions

Capability MobiDev 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: MobiDev vs Softweb Solutions

Framework / platform MobiDev Softweb Solutions
Python
TensorFlow
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 N/A

Pricing comparison: MobiDev vs Softweb Solutions

Criterion MobiDev Softweb Solutions
Minimum engagement $20K Not published
Engagement models Fixed project, Dedicated team Fixed project, Managed services
Rate transparency Minimum disclosed Not public
Price tier Accessible Enterprise / not published

Target audience comparison: MobiDev vs Softweb Solutions

Dimension MobiDev Softweb Solutions
Best company size Startup to mid-market Startup to mid-market
Best industries Retail, Hospitality, Health & Fitness Manufacturing, Retail, Logistics
Best use cases Retail or hospitality companies wanting computer-vision or recommendation features built into an existing product, Health and fitness apps needing an ML-driven personalization or tracking feature 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

MobiDev vs Softweb Solutions: pros and cons

MobiDev
+ 65+ delivered AI/ML products gives a concrete, countable delivery track record rather than general marketing claims
+ Deliberate AI/ML practice build-out since 2018, rather than a very recent pivot
+ Named vertical concentration (retail, hospitality, fitness, health) supports domain-specific product experience
+ Mid-size team (290–400) balances specialist focus with real delivery capacity
- Narrower industry focus than horizontal AI consultancies serving finance, healthcare, and manufacturing broadly
- Smaller scale than the large enterprise IT firms on this list, limiting very large multi-team programs
- AI/ML sits alongside a broader general custom-software-development practice
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 MobiDev?

MobiDev is the right choice for retail, hospitality, and health/fitness companies wanting a mid-size firm with a proven, product-specific AI/ML delivery track record..

65+ delivered AI/ML products concentrated in retail, hospitality, fitness, and health/wellness verticals.. Minimum engagement starts at $20K. Works best with clients in Retail, Hospitality, Health & Fitness, Sports.

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: MobiDev vs Softweb Solutions

Your situation Recommended choice
You need full-ownership delivery on a defined project scope MobiDev
You need a large dedicated team for an ongoing programme MobiDev
Your budget is at the lower end Compare: MobiDev ($20K) vs Softweb Solutions (Not published)
You need specialist depth in a specific vertical MobiDev
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: MobiDev vs Softweb Solutions

Use case MobiDev fit Softweb Solutions fit Winner
Retail or hospitality companies wanting computer-vision or recommendation features built into an existing product Strong Strong Both equally
Health and fitness apps needing an ML-driven personalization or tracking feature Strong Limited MobiDev
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 Strong Strong Both equally
Fixed-price build Limited Limited Both equally
Staff augmentation Limited Limited Both equally

Verdict: MobiDev vs Softweb Solutions

MobiDev (4.2/5) is the stronger overall choice for most Machine Learning Development projects. 65+ delivered AI/ML products concentrated in retail, hospitality, fitness, and health/wellness verticals.. It is best for retail, hospitality, and health/fitness companies wanting a mid-size firm with a proven, product-specific AI/ML delivery track record..

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

MobiDev vs Softweb Solutions FAQ

Is MobiDev better than Softweb Solutions?

MobiDev (4.2/5) scores higher overall, but "better" depends on your use case. MobiDev is better for retail, hospitality, and health/fitness companies wanting a mid-size firm with a proven, product-specific AI/ML delivery track record.. 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 MobiDev and Softweb Solutions differ in pricing?

MobiDev uses fixed project and dedicated team pricing with a minimum engagement of $20K. 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: MobiDev or Softweb Solutions?

MobiDev 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 MobiDev and Softweb Solutions?

MobiDev's primary differentiator is: 65+ delivered ai/ml products concentrated in retail, hospitality, fitness, and health/wellness verticals.. 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 ($20K vs Not published), and primary industries served (Retail, Hospitality vs Manufacturing, Retail).

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