Best ML Development Services

SoluLab vs Debut Infotech: full comparison for 2026

Last updated: July 2026

Quick verdict

SoluLab (4.1/5) edges ahead of Debut Infotech (3.9/5) overall. SoluLab is the better choice for companies that want AI development from a vendor also fluent in blockchain/Web3 integration.. Debut Infotech is the stronger option for companies wanting ML development from a firm that also has established blockchain engineering depth.. The right choice depends on your project size, budget, and required tech stack.

SoluLab vs Debut Infotech: head-to-head summary

Criterion SoluLab Debut Infotech
Founded 2014 2011
HQ Woodland Hills, California, United States Palatine, Illinois, United States (delivery: Ahmedabad, India)
Team size 246–250 50–120
Rating 4.1 / 5 3.9 / 5
Best for Companies that want AI development from a vendor also fluent in blockchain/Web3 integration. Companies wanting ML development from a firm that also has established blockchain engineering depth.
Pricing model Project-based, dedicated team Project-based, dedicated team
Min. engagement Not published Not published
Primary tech stack OpenAI API, LangChain, Python Python, TensorFlow, AWS
Industries served Media & Entertainment, Automotive, Education, FinTech FinTech, Retail & E-commerce, Healthcare

SoluLab vs Debut Infotech: overview

SoluLab

SoluLab was founded in 2014–2015 by Chintan Thakkar and Rajat Lala and is headquartered in Woodland Hills, California, with a team of roughly 246–250 engineers, data scientists, and AI specialists. The firm positions itself as an 'AI-native, Blockchain, and Web3' development company and reports having delivered 1,500+ projects across 15+ countries for clients including The Walt Disney Company, Mercedes-Benz, and the University of Cambridge (per company website; independently unverifiable at this scale). Its dual focus on AI and blockchain/Web3 makes it broader than a pure ML specialist.

Debut Infotech

Debut Infotech was founded in 2011 and has operated with a blockchain-native focus since 2015, later extending into machine learning model development and AI-powered automation. Reported headquarters vary across sources — including Palatine, Illinois and Ahmedabad, India — reflecting a global delivery network spanning the US, UK, Canada, and India, with a total employee count reported between roughly 50 and 120. As with several firms in this list, its AI/ML services sit alongside a distinct blockchain practice rather than standing as the company's sole focus.

Services and capabilities: SoluLab vs Debut Infotech

Capability SoluLab Debut Infotech
Custom ML Models
Computer Vision
NLP
MLOps
Generative AI
AI Consulting

Tech stack comparison: SoluLab vs Debut Infotech

Framework / platform SoluLab Debut Infotech
TensorFlow N/A
PyTorch N/A N/A
AWS
Azure N/A N/A
Google Cloud N/A N/A
LangChain N/A
Hugging Face N/A N/A
Kubernetes N/A N/A

Pricing comparison: SoluLab vs Debut Infotech

Criterion SoluLab Debut Infotech
Minimum engagement Not published Not published
Engagement models Project-based, Dedicated team Project-based, Dedicated team
Rate transparency Not public Not public
Price tier Mid-market Mid-market

Target audience comparison: SoluLab vs Debut Infotech

Dimension SoluLab Debut Infotech
Best company size Startup to mid-market Startup to mid-market
Best industries Media & Entertainment, Automotive, Education FinTech, Retail & E-commerce, Healthcare
Best use cases Company building an AI product with a blockchain or Web3 component needs a single integrated vendor., Enterprise wants a vendor with named brand-name reference clients for procurement comfort. Company building an AI feature with blockchain or Web3 integration needs a single vendor for both., Team wants ML model development from a firm with a global (US/UK/Canada/India) delivery footprint.
Typical project type Project-based Project-based

SoluLab vs Debut Infotech: pros and cons

SoluLab
+ Named enterprise clients (The Walt Disney Company, Mercedes-Benz, University of Cambridge) offer verifiable reference points, though the specific scope of each engagement is unconfirmed.
+ 246–250 team size supports mid-to-large engagements without enterprise-firm overhead.
+ Combined AI and blockchain/Web3 capability is useful for clients building tokenized or decentralized AI products.
+ 10 years of company history (since 2014–2015) under continuous founder leadership.
- 1,500+ projects claim across 15+ countries is difficult to independently verify at face value.
- Blockchain/Web3 focus alongside AI means clients purely interested in ML may be paying for adjacent expertise they don't need.
Debut Infotech
+ 13+ years of company history (since 2011) with 9+ years of specific blockchain engineering depth (since 2015).
+ Global delivery network across US, UK, Canada, and India provides time-zone flexibility.
+ Combined blockchain and ML capability suits clients building AI features on decentralized infrastructure.
- Reported headquarters location is inconsistent across sources (Palatine, IL vs. Ahmedabad, India), which is worth clarifying before contracting.
- Reported employee count varies meaningfully (50 vs. 120), and ML-specific headcount within that total is not separately disclosed.
- Blockchain-native heritage means AI/ML is a secondary, more recently added practice rather than the firm's founding specialty.

Who should choose SoluLab?

SoluLab is the right choice for companies that want AI development from a vendor also fluent in blockchain/Web3 integration..

Combines AI-native development with blockchain/Web3 expertise under one delivery team.. Minimum engagement starts at Not published. Works best with clients in Media & Entertainment, Automotive, Education, FinTech.

Who should choose Debut Infotech?

Debut Infotech is the right choice for companies wanting ML development from a firm that also has established blockchain engineering depth..

Blockchain-native since 2015, combining that engineering discipline with newer machine learning and AI automation services.. Minimum engagement starts at Not published. Works best with clients in FinTech, Retail & E-commerce, Healthcare.

Decision matrix: SoluLab vs Debut Infotech

Your situation Recommended choice
You need full-ownership delivery on a defined project scope Both offer fixed-price models
You need a large dedicated team for an ongoing programme SoluLab
Your budget is at the lower end Compare: SoluLab (Not published) vs Debut Infotech (Not published)
You need specialist depth in a specific vertical SoluLab
You need production MLOps support after model launch Debut Infotech
You need consulting before committing to a build Both may offer discovery engagements

Use case fit: SoluLab vs Debut Infotech

Use case SoluLab fit Debut Infotech fit Winner
Company building an AI product with a blockchain or Web3 component needs a single integrated vendor. Strong Strong Both equally
Enterprise wants a vendor with named brand-name reference clients for procurement comfort. Strong Limited SoluLab
Company building an AI feature with blockchain or Web3 integration needs a single vendor for both. Strong Strong Both equally
Team wants ML model development from a firm with a global (US/UK/Canada/India) delivery footprint. Strong Strong Both equally
Fixed-scope ML build Limited Limited Both equally
Ongoing model retraining Limited Limited Both equally

Verdict: SoluLab vs Debut Infotech

SoluLab (4.1/5) is the stronger overall choice for most Machine Learning Development projects. Combines AI-native development with blockchain/Web3 expertise under one delivery team.. It is best for companies that want AI development from a vendor also fluent in blockchain/Web3 integration..

Debut Infotech (3.9/5) is the better choice when companies wanting ML development from a firm that also has established blockchain engineering depth.. If your situation matches those criteria, Debut Infotech is a competitive option.

Related comparisons

SoluLab vs Debut Infotech FAQ

Is SoluLab better than Debut Infotech?

SoluLab (4.1/5) scores higher overall, but "better" depends on your use case. SoluLab is better for companies that want AI development from a vendor also fluent in blockchain/Web3 integration.. Debut Infotech is better for companies wanting ML development from a firm that also has established blockchain engineering depth..

How do SoluLab and Debut Infotech differ in pricing?

SoluLab uses project-based, dedicated team pricing with a minimum engagement of Not published. Debut Infotech uses project-based, dedicated team 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: SoluLab or Debut Infotech?

SoluLab 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 SoluLab and Debut Infotech?

SoluLab's primary differentiator is: combines ai-native development with blockchain/web3 expertise under one delivery team.. Debut Infotech's primary differentiator is: blockchain-native since 2015, combining that engineering discipline with newer machine learning and ai automation services.. They also differ in team size (246–250 vs 50–120), minimum engagement (Not published vs Not published), and primary industries served (Media & Entertainment, Automotive vs FinTech, Retail & E-commerce).

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