Best ML Development Services

Neurons Lab vs Existek: full comparison for 2026

Last updated: July 2026

Quick verdict

Neurons Lab (4.9/5) edges ahead of Existek (3.9/5) overall. Neurons Lab is the better choice for enterprises that need a senior AI advisory team to scope and ship a production ML system, not a staffing pool.. Existek is the stronger option for mid-market companies wanting a Clutch-recognized offshore development firm with AI as an add-on service.. The right choice depends on your project size, budget, and required tech stack.

Neurons Lab vs Existek: head-to-head summary

Criterion Neurons Lab Existek
Founded 2019 2012
HQ London, United Kingdom Bucharest, Romania
Team size 51–200 50–249
Rating 4.9 / 5 3.9 / 5
Best for Enterprises that need a senior AI advisory team to scope and ship a production ML system, not a staffing pool. Mid-market companies wanting a Clutch-recognized offshore development firm with AI as an add-on service.
Pricing model Time & materials, fixed-scope advisory sprints Project-based, dedicated team
Min. engagement Not published $25,000+
Primary tech stack PyTorch, Hugging Face, LangChain Python, TensorFlow, AWS
Industries served FinTech, Healthcare, Manufacturing, Media & Entertainment, Insurance Healthcare, Oil & Gas, Education, Business Intelligence

Neurons Lab vs Existek: overview

Neurons Lab

Neurons Lab is an AI consultancy co-founded in 2019 by Igor Sydorenko and Alex Honchar, headquartered in London. The firm runs end-to-end engagements — from identifying high-impact AI applications through integration and scaling — and reports more than one hundred AI implementations since founding, including work for Fortune 500 firms (per company website; independently unverifiable). Its small, senior-heavy team structure keeps engagements tightly scoped rather than staffed with junior benches.

Existek

Existek was founded in 2012 and operates with a 50–249 person team split across Bucharest, Romania and Vinnytsia, Ukraine, delivering custom software development, dedicated team staffing, and AI development services for clients in business intelligence, healthcare, oil & gas, and education. The company has been recognized by Clutch as a top developer in both Ukraine and Romania and holds a near-perfect 4.9 rating on the platform, with hourly rates of $50–$99/hr and a minimum project size of $25,000+. Its AI services page is comparatively general, offering less publicly documented technical specificity than boutique ML specialists in this list.

Services and capabilities: Neurons Lab vs Existek

Capability Neurons Lab Existek
Custom ML Models
Computer Vision
NLP
MLOps
Generative AI
AI Consulting

Tech stack comparison: Neurons Lab vs Existek

Framework / platform Neurons Lab Existek
TensorFlow N/A
PyTorch N/A
AWS
Azure N/A
Google Cloud N/A N/A
LangChain N/A
Hugging Face N/A
Kubernetes N/A N/A

Pricing comparison: Neurons Lab vs Existek

Criterion Neurons Lab Existek
Minimum engagement Not published $25,000+
Engagement models Fixed-scope advisory, Dedicated team, Retainer Project-based, Dedicated team
Rate transparency Not public Minimum disclosed
Price tier Mid-market Mid-market

Target audience comparison: Neurons Lab vs Existek

Dimension Neurons Lab Existek
Best company size Startup to mid-market Startup to mid-market
Best industries FinTech, Healthcare, Manufacturing Healthcare, Oil & Gas, Education
Best use cases Enterprise wants an outside technical opinion before committing budget to an AI initiative., Mid-market company needs a senior AI team to take a use case from prototype to production. Mid-market company wants a Clutch-recognized offshore vendor with a $25K+ entry point for an AI-adjacent project., Oil & gas or business intelligence company needs custom software plus AI/ML from a single vendor.
Typical project type Fixed-scope advisory Project-based

Neurons Lab vs Existek: pros and cons

Neurons Lab
+ Founders are practicing ML engineers (CTO is a published deep learning author), so scoping conversations are technically grounded.
+ Small team size means senior staff stay on the engagement instead of rotating off after the pitch.
+ Track record spans over 100 AI implementations across regulated and non-regulated sectors since 2019.
+ Advisory-first model reduces the risk of over-building before validating an AI use case.
- 51–200 headcount caps how many concurrent enterprise engagements the firm can run.
- No public case study library with quantified before/after metrics — most proof points are narrative.
- Not a fit for teams that need large-scale staff augmentation rather than a scoped advisory engagement.
Existek
+ 4.9 near-perfect Clutch rating with top-developer recognition in both Ukraine and Romania.
+ $25,000+ minimum project size is more accessible than large enterprise-only vendors like EPAM.
+ 12+ years of operating history (since 2012) with dual-country delivery presence.
+ Serves niche industries (oil & gas, business intelligence) less commonly covered by boutique AI specialists.
- Publicly available technical detail on Existek's specific AI/ML methodology is thinner than boutique specialists like Neurons Lab or Provectus.
- AI development is one of several service lines (custom software, staff augmentation) rather than the firm's exclusive focus.

Who should choose Neurons Lab?

Neurons Lab is the right choice for enterprises that need a senior AI advisory team to scope and ship a production ML system, not a staffing pool..

Founder-led AI strategy-to-production consultancy with no junior-heavy delivery layer.. Minimum engagement starts at Not published. Works best with clients in FinTech, Healthcare, Manufacturing, Media & Entertainment, Insurance.

Who should choose Existek?

Existek is the right choice for mid-market companies wanting a Clutch-recognized offshore development firm with AI as an add-on service..

4.9 Clutch rating with dual Ukraine/Romania Clutch top-developer recognition and a $25,000+ accessible entry point.. Minimum engagement starts at $25,000+. Works best with clients in Healthcare, Oil & Gas, Education, Business Intelligence.

Decision matrix: Neurons Lab vs Existek

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 Compare: Neurons Lab (Not published) vs Existek ($25,000+)
You need specialist depth in a specific vertical Neurons Lab
You need production MLOps support after model launch Neurons Lab
You need consulting before committing to a build Neurons Lab

Use case fit: Neurons Lab vs Existek

Use case Neurons Lab fit Existek fit Winner
Enterprise wants an outside technical opinion before committing budget to an AI initiative. Strong Limited Neurons Lab
Mid-market company needs a senior AI team to take a use case from prototype to production. Strong Strong Both equally
Mid-market company wants a Clutch-recognized offshore vendor with a $25K+ entry point for an AI-adjacent project. Strong Strong Both equally
Oil & gas or business intelligence company needs custom software plus AI/ML from a single vendor. Limited Strong Existek
Fixed-scope ML build Limited Limited Both equally
Ongoing model retraining Limited Limited Both equally

Verdict: Neurons Lab vs Existek

Neurons Lab (4.9/5) is the stronger overall choice for most Machine Learning Development projects. Founder-led AI strategy-to-production consultancy with no junior-heavy delivery layer.. It is best for enterprises that need a senior AI advisory team to scope and ship a production ML system, not a staffing pool..

Existek (3.9/5) is the better choice when mid-market companies wanting a Clutch-recognized offshore development firm with AI as an add-on service.. If your situation matches those criteria, Existek is a competitive option.

Related comparisons

Neurons Lab vs Existek FAQ

Is Neurons Lab better than Existek?

Neurons Lab (4.9/5) scores higher overall, but "better" depends on your use case. Neurons Lab is better for enterprises that need a senior AI advisory team to scope and ship a production ML system, not a staffing pool.. Existek is better for mid-market companies wanting a Clutch-recognized offshore development firm with AI as an add-on service..

How do Neurons Lab and Existek differ in pricing?

Neurons Lab uses time & materials, fixed-scope advisory sprints pricing with a minimum engagement of Not published. Existek uses project-based, dedicated team pricing with a minimum engagement of $25,000+. Neither firm publishes a full rate card; a discovery call is required for project-specific quotes.

Which is better for enterprise: Neurons Lab or Existek?

Neurons Lab is the larger team and typically the better enterprise-scale choice. For very large programmes, verify team size and compliance coverage directly with each company before shortlisting.

What are the main differences between Neurons Lab and Existek?

Neurons Lab's primary differentiator is: founder-led ai strategy-to-production consultancy with no junior-heavy delivery layer.. Existek's primary differentiator is: 4.9 clutch rating with dual ukraine/romania clutch top-developer recognition and a $25,000+ accessible entry point.. They also differ in team size (51–200 vs 50–249), minimum engagement (Not published vs $25,000+), and primary industries served (FinTech, Healthcare vs Healthcare, Oil & Gas).

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