Best Machine Learning Development Agencies

Neurons Lab vs MobiDev: full comparison for 2026

Last updated: July 2026

Quick verdict

Neurons Lab (4.8/5) edges ahead of MobiDev (4.2/5) overall. Neurons Lab is the better choice for enterprises in financial services or other regulated sectors that need a small, senior team to take an ML/AI system from proof of concept to production.. MobiDev is the stronger option for retail, hospitality, and health/fitness companies wanting a mid-size firm with a proven, product-specific AI/ML delivery track record.. The right choice depends on your project size, budget, and required tech stack.

Neurons Lab vs MobiDev: head-to-head summary

Criterion Neurons Lab MobiDev
Founded 2019 2009
HQ London, United Kingdom Atlanta, Georgia, USA
Team size 51–200 201–500
Rating 4.8 / 5 4.2 / 5
Best for Enterprises in financial services or other regulated sectors that need a small, senior team to take an ML/AI system from proof of concept to production. Retail, hospitality, and health/fitness companies wanting a mid-size firm with a proven, product-specific AI/ML delivery track record.
Pricing model Fixed-scope engagements and dedicated team retainers Fixed project and dedicated team
Min. engagement $30K $20K
Primary tech stack Python, PyTorch, TensorFlow Python, TensorFlow, OpenCV
Industries served Financial Services, Healthcare, Insurance, Technology/SaaS Retail, Hospitality, Health & Fitness, Sports

Neurons Lab vs MobiDev: overview

Neurons Lab

Neurons Lab is a London-based AI engineering consultancy co-founded in 2019 by Igor Sydorenko and Alex Honchar. The firm is one of roughly 18 companies globally to hold AWS's Advanced Machine Learning Consulting Competence, and concentrates on production-grade AI systems for financial services and other regulated industries. It stays deliberately small and specialist rather than pursuing broad IT-services scale.

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.

Services and capabilities: Neurons Lab vs MobiDev

Capability Neurons Lab MobiDev
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: Neurons Lab vs MobiDev

Framework / platform Neurons Lab MobiDev
Python
TensorFlow
PyTorch N/A
AWS
Azure N/A N/A
Google Cloud N/A N/A
Kubernetes N/A
Databricks N/A N/A
LangChain N/A

Pricing comparison: Neurons Lab vs MobiDev

Criterion Neurons Lab MobiDev
Minimum engagement $30K $20K
Engagement models Fixed project, Dedicated team Fixed project, Dedicated team
Rate transparency Minimum disclosed Minimum disclosed
Price tier Accessible Accessible

Target audience comparison: Neurons Lab vs MobiDev

Dimension Neurons Lab MobiDev
Best company size Startup to mid-market Startup to mid-market
Best industries Financial Services, Healthcare, Insurance Retail, Hospitality, Health & Fitness
Best use cases Building a production fraud-detection or credit-risk model for a bank or fintech, Standing up an AI governance framework alongside a specific ML deployment 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
Typical project type Fixed project Fixed project

Neurons Lab vs MobiDev: pros and cons

Neurons Lab
+ Rare AWS Advanced ML Consulting Competence signals deep, externally-audited technical depth
+ Small senior team means direct access to founders and lead engineers on most engagements
+ Strong specialization in regulated-industry AI deployment, including model governance
+ Publishes technical case studies with measurable outcomes rather than generic marketing claims
- 51–200 headcount limits capacity for very large, multi-workstream enterprise programs
- Narrower geographic delivery footprint than the large multinational IT firms on this list
- Premium specialist pricing relative to offshore-heavy competitors
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

Who should choose Neurons Lab?

Neurons Lab is the right choice for enterprises in financial services or other regulated sectors that need a small, senior team to take an ML/AI system from proof of concept to production..

One of the few AI consultancies worldwide holding AWS's Advanced Machine Learning Consulting Competence.. Minimum engagement starts at $30K. Works best with clients in Financial Services, Healthcare, Insurance, Technology/SaaS.

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.

Decision matrix: Neurons Lab vs MobiDev

Your situation Recommended choice
You need full-ownership delivery on a defined project scope Neurons Lab
You need a large dedicated team for an ongoing programme Neurons Lab
Your budget is at the lower end MobiDev
You need specialist depth in a specific vertical Neurons Lab
You need staff augmentation or team extension Neither; consider alternatives that offer staff aug
You need consulting before committing to a build Neurons Lab

Use case fit: Neurons Lab vs MobiDev

Use case Neurons Lab fit MobiDev fit Winner
Building a production fraud-detection or credit-risk model for a bank or fintech Strong Limited Neurons Lab
Standing up an AI governance framework alongside a specific ML deployment Strong Limited Neurons Lab
Retail or hospitality companies wanting computer-vision or recommendation features built into an existing product Limited Strong MobiDev
Health and fitness apps needing an ML-driven personalization or tracking feature Limited Strong MobiDev
Fixed-price build Limited Limited Both equally
Staff augmentation Limited Limited Both equally

Verdict: Neurons Lab vs MobiDev

Neurons Lab (4.8/5) is the stronger overall choice for most Machine Learning Development projects. One of the few AI consultancies worldwide holding AWS's Advanced Machine Learning Consulting Competence.. It is best for enterprises in financial services or other regulated sectors that need a small, senior team to take an ML/AI system from proof of concept to production..

MobiDev (4.2/5) is the better choice when retail, hospitality, and health/fitness companies wanting a mid-size firm with a proven, product-specific AI/ML delivery track record.. If your situation matches those criteria, MobiDev is a competitive option.

Related comparisons

Neurons Lab vs MobiDev FAQ

Is Neurons Lab better than MobiDev?

Neurons Lab (4.8/5) scores higher overall, but "better" depends on your use case. Neurons Lab is better for enterprises in financial services or other regulated sectors that need a small, senior team to take an ML/AI system from proof of concept to production.. 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..

How do Neurons Lab and MobiDev differ in pricing?

Neurons Lab uses fixed-scope engagements and dedicated team retainers pricing with a minimum engagement of $30K. MobiDev uses fixed project and dedicated team pricing with a minimum engagement of $20K. Neither firm publishes a full rate card; a discovery call is required for project-specific quotes.

Which is better for enterprise: Neurons Lab or MobiDev?

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 Neurons Lab and MobiDev?

Neurons Lab's primary differentiator is: one of the few ai consultancies worldwide holding aws's advanced machine learning consulting competence.. MobiDev's primary differentiator is: 65+ delivered ai/ml products concentrated in retail, hospitality, fitness, and health/wellness verticals.. They also differ in team size (51–200 vs 201–500), minimum engagement ($30K vs $20K), and primary industries served (Financial Services, Healthcare vs Retail, Hospitality).

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