Best ML Development Services

LeewayHertz vs Debut Infotech: full comparison for 2026

Last updated: July 2026

Quick verdict

LeewayHertz (4.2/5) edges ahead of Debut Infotech (3.9/5) overall. LeewayHertz is the better choice for enterprises that want AI consulting backed by a publicly traded management-consulting parent (The Hackett Group).. 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.

LeewayHertz vs Debut Infotech: head-to-head summary

Criterion LeewayHertz Debut Infotech
Founded 2007 2011
HQ San Francisco, California, United States Palatine, Illinois, United States (delivery: Ahmedabad, India)
Team size 200–300 50–120
Rating 4.2 / 5 3.9 / 5
Best for Enterprises that want AI consulting backed by a publicly traded management-consulting parent (The Hackett Group). Companies wanting ML development from a firm that also has established blockchain engineering depth.
Pricing model Project-based, retainer Project-based, dedicated team
Min. engagement Not published Not published
Primary tech stack Python, LangChain, Hugging Face Python, TensorFlow, AWS
Industries served FinTech, Healthcare, Manufacturing, Retail & E-commerce FinTech, Retail & E-commerce, Healthcare

LeewayHertz vs Debut Infotech: overview

LeewayHertz

LeewayHertz was founded in 2007 by Akash Takyar and Viresh Bhathia and is headquartered in San Francisco, combining strategic AI advisory with engineering delivery and proprietary AI platforms. On September 23, 2024, LeewayHertz was acquired by The Hackett Group, a publicly traded management consulting firm, giving it access to Hackett's enterprise client relationships. Reported employee counts range from roughly 194 to 300, and as with any recently acquired firm, prospective clients should verify current team continuity.

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: LeewayHertz vs Debut Infotech

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

Tech stack comparison: LeewayHertz vs Debut Infotech

Framework / platform LeewayHertz Debut Infotech
TensorFlow N/A
PyTorch N/A 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: LeewayHertz vs Debut Infotech

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

Target audience comparison: LeewayHertz vs Debut Infotech

Dimension LeewayHertz Debut Infotech
Best company size Startup to mid-market Startup to mid-market
Best industries FinTech, Healthcare, Manufacturing FinTech, Retail & E-commerce, Healthcare
Best use cases Enterprise wants AI consulting from a firm now backed by a publicly traded management consultancy., Company needs generative AI or AI agent development with proprietary platform accelerators. 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

LeewayHertz vs Debut Infotech: pros and cons

LeewayHertz
+ 17 years of AI/software delivery history since 2007, well-established before its 2024 acquisition.
+ Now backed by The Hackett Group, a publicly traded management consulting firm, adding financial stability and enterprise client access.
+ Proprietary AI platform assets built pre-acquisition can shorten delivery timelines for common use cases.
- September 2024 acquisition by The Hackett Group is recent enough that integration effects on pricing and delivery team stability are still unfolding.
- Employee-count sources disagree meaningfully (194 vs. 300), so confirm current AI-delivery headcount directly.
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 LeewayHertz?

LeewayHertz is the right choice for enterprises that want AI consulting backed by a publicly traded management-consulting parent (The Hackett Group)..

AI consultancy now operating as a Hackett Group company, combining startup-era agility with public-company backing.. Minimum engagement starts at Not published. Works best with clients in FinTech, Healthcare, Manufacturing, Retail & E-commerce.

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: LeewayHertz 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 LeewayHertz
Your budget is at the lower end Compare: LeewayHertz (Not published) vs Debut Infotech (Not published)
You need specialist depth in a specific vertical LeewayHertz
You need production MLOps support after model launch Debut Infotech
You need consulting before committing to a build LeewayHertz

Use case fit: LeewayHertz vs Debut Infotech

Use case LeewayHertz fit Debut Infotech fit Winner
Enterprise wants AI consulting from a firm now backed by a publicly traded management consultancy. Strong Limited LeewayHertz
Company needs generative AI or AI agent development with proprietary platform accelerators. Strong Strong Both equally
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. Limited Strong Debut Infotech
Fixed-scope ML build Limited Limited Both equally
Ongoing model retraining Limited Limited Both equally

Verdict: LeewayHertz vs Debut Infotech

LeewayHertz (4.2/5) is the stronger overall choice for most Machine Learning Development projects. AI consultancy now operating as a Hackett Group company, combining startup-era agility with public-company backing.. It is best for enterprises that want AI consulting backed by a publicly traded management-consulting parent (The Hackett Group)..

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

LeewayHertz vs Debut Infotech FAQ

Is LeewayHertz better than Debut Infotech?

LeewayHertz (4.2/5) scores higher overall, but "better" depends on your use case. LeewayHertz is better for enterprises that want AI consulting backed by a publicly traded management-consulting parent (The Hackett Group).. Debut Infotech is better for companies wanting ML development from a firm that also has established blockchain engineering depth..

How do LeewayHertz and Debut Infotech differ in pricing?

LeewayHertz uses project-based, retainer 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: LeewayHertz or Debut Infotech?

LeewayHertz 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 LeewayHertz and Debut Infotech?

LeewayHertz's primary differentiator is: ai consultancy now operating as a hackett group company, combining startup-era agility with public-company backing.. 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 (200–300 vs 50–120), minimum engagement (Not published vs Not published), and primary industries served (FinTech, Healthcare vs FinTech, Retail & E-commerce).

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