Best ML Development Services

Markovate vs Cleveroad: full comparison for 2026

Last updated: July 2026

Quick verdict

Markovate (4.1/5) edges ahead of Cleveroad (3.9/5) overall. Markovate is the better choice for companies wanting AI agent or chatbot development led by an executive with enterprise AI leadership background (AT&T, IBM).. Cleveroad is the stronger option for healthcare, logistics, and fintech companies wanting an Estonia-based full-stack development firm with an AI practice.. The right choice depends on your project size, budget, and required tech stack.

Markovate vs Cleveroad: head-to-head summary

Criterion Markovate Cleveroad
Founded 2015 2011
HQ San Francisco, California, United States Tallinn, Estonia
Team size 50–100 51–200
Rating 4.1 / 5 3.9 / 5
Best for Companies wanting AI agent or chatbot development led by an executive with enterprise AI leadership background (AT&T, IBM). Healthcare, logistics, and fintech companies wanting an Estonia-based full-stack development firm with an AI practice.
Pricing model Project-based, dedicated team Project-based, dedicated team
Min. engagement Not published Not published
Primary tech stack LangChain, OpenAI API, Python TensorFlow, OpenCV, Python
Industries served Healthcare, Retail & E-commerce, FinTech, Travel & Hospitality Healthcare, Logistics & Supply Chain, FinTech, Retail & E-commerce

Markovate vs Cleveroad: overview

Markovate

Markovate was founded in 2015 and is led by CEO Rajeev Sharma, an AI veteran with 18+ years of experience who previously led AI initiatives at AT&T and IBM. Headquartered with a San Francisco address (some sources cite Toronto as an operating base), the company has grown to roughly 51 employees, including 50+ engineers described as 'certified AI engineers' (per company website), delivering custom AI agents, chatbot development, and cloud services for healthcare, retail, fintech, SaaS, and travel clients. Its small team size makes it a boutique play best suited to scoped generative AI or agent projects rather than large-scale programs.

Cleveroad

Cleveroad was founded in 2011 and is headquartered in Tallinn, Estonia, with an R&D center there and additional delivery staff across five countries. The company has built more than a decade of experience in healthcare, logistics, fintech, and retail, delivering web and mobile applications alongside AI/ML solutions and dedicated development teams. Cleveroad was named to the 2025 Clutch 1000 — placing it among the top 30 highest-rated B2B service providers globally on the platform — though reported employee counts vary between roughly 50 and 200.

Services and capabilities: Markovate vs Cleveroad

Capability Markovate Cleveroad
Custom ML Models
Computer Vision
NLP
MLOps
Generative AI
AI Consulting

Tech stack comparison: Markovate vs Cleveroad

Framework / platform Markovate Cleveroad
TensorFlow N/A
PyTorch N/A N/A
AWS
Azure N/A N/A
Google Cloud N/A
LangChain N/A
Hugging Face N/A N/A
Kubernetes N/A N/A

Pricing comparison: Markovate vs Cleveroad

Criterion Markovate Cleveroad
Minimum engagement Not published Not published
Engagement models Project-based, Dedicated team Project-based, Dedicated team, Fixed project
Rate transparency Not public Not public
Price tier Mid-market Mid-market

Target audience comparison: Markovate vs Cleveroad

Dimension Markovate Cleveroad
Best company size Startup to mid-market Startup to mid-market
Best industries Healthcare, Retail & E-commerce, FinTech Healthcare, Logistics & Supply Chain, FinTech
Best use cases Company wants an AI agent or chatbot built by a team led by a former enterprise AI executive., Healthcare or fintech startup needs a scoped generative AI project from a small, focused vendor. Healthcare or logistics company wants an AI feature built by a Clutch 1000-recognized full-stack development firm., Fintech startup needs both application development and ML modeling from a single Estonia-based vendor.
Typical project type Project-based Project-based

Markovate vs Cleveroad: pros and cons

Markovate
+ CEO's 18+ years leading AI initiatives at AT&T and IBM brings genuine enterprise AI leadership experience to client engagements.
+ Focused service scope (AI agents, chatbots, generative AI) rather than a broad, diluted general-consulting offering.
+ Serves a wide industry spread (healthcare to travel) despite small team size, suggesting adaptable delivery patterns.
- At roughly 51 employees, capacity for multiple concurrent large engagements is limited.
- HQ location is inconsistently reported (San Francisco vs. Toronto across sources) — confirm the contracting entity directly.
- "50+ certified AI engineers" claim on a 51-person total headcount is a company claim worth verifying during vendor due diligence.
Cleveroad
+ 2025 Clutch 1000 placement (top 30 highest-rated global B2B providers) is a strong, independently verified distinction.
+ 13+ years of operating history (since 2011) with consistent focus on healthcare, logistics, and fintech verticals.
+ AI-assisted development services line reflects the firm keeping pace with modern AI-augmented delivery practices, not just AI as a client-facing product line.
- Employee-count sources conflict meaningfully (50 vs. 51–200), so confirm current AI-specific team size before contracting.
- AI/ML is one of several service lines (alongside general web/mobile development) rather than the firm's primary identity.

Who should choose Markovate?

Markovate is the right choice for companies wanting AI agent or chatbot development led by an executive with enterprise AI leadership background (AT&T, IBM)..

CEO brings direct enterprise AI leadership experience (AT&T, IBM) rather than a purely technical or agency background.. Minimum engagement starts at Not published. Works best with clients in Healthcare, Retail & E-commerce, FinTech, Travel & Hospitality.

Who should choose Cleveroad?

Cleveroad is the right choice for healthcare, logistics, and fintech companies wanting an Estonia-based full-stack development firm with an AI practice..

Named to the 2025 Clutch 1000, placing it in the global top 30 highest-rated B2B service providers on the platform.. Minimum engagement starts at Not published. Works best with clients in Healthcare, Logistics & Supply Chain, FinTech, Retail & E-commerce.

Decision matrix: Markovate vs Cleveroad

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

Use case fit: Markovate vs Cleveroad

Use case Markovate fit Cleveroad fit Winner
Company wants an AI agent or chatbot built by a team led by a former enterprise AI executive. Strong Strong Both equally
Healthcare or fintech startup needs a scoped generative AI project from a small, focused vendor. Strong Strong Both equally
Healthcare or logistics company wants an AI feature built by a Clutch 1000-recognized full-stack development firm. Strong Strong Both equally
Fintech startup needs both application development and ML modeling from a single Estonia-based vendor. Strong Strong Both equally
Fixed-scope ML build Limited Limited Both equally
Ongoing model retraining Limited Limited Both equally

Verdict: Markovate vs Cleveroad

Markovate (4.1/5) is the stronger overall choice for most Machine Learning Development projects. CEO brings direct enterprise AI leadership experience (AT&T, IBM) rather than a purely technical or agency background.. It is best for companies wanting AI agent or chatbot development led by an executive with enterprise AI leadership background (AT&T, IBM)..

Cleveroad (3.9/5) is the better choice when healthcare, logistics, and fintech companies wanting an Estonia-based full-stack development firm with an AI practice.. If your situation matches those criteria, Cleveroad is a competitive option.

Related comparisons

Markovate vs Cleveroad FAQ

Is Markovate better than Cleveroad?

Markovate (4.1/5) scores higher overall, but "better" depends on your use case. Markovate is better for companies wanting AI agent or chatbot development led by an executive with enterprise AI leadership background (AT&T, IBM).. Cleveroad is better for healthcare, logistics, and fintech companies wanting an Estonia-based full-stack development firm with an AI practice..

How do Markovate and Cleveroad differ in pricing?

Markovate uses project-based, dedicated team pricing with a minimum engagement of Not published. Cleveroad 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: Markovate or Cleveroad?

Cleveroad 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 Markovate and Cleveroad?

Markovate's primary differentiator is: ceo brings direct enterprise ai leadership experience (at&t, ibm) rather than a purely technical or agency background.. Cleveroad's primary differentiator is: named to the 2025 clutch 1000, placing it in the global top 30 highest-rated b2b service providers on the platform.. They also differ in team size (50–100 vs 51–200), minimum engagement (Not published vs Not published), and primary industries served (Healthcare, Retail & E-commerce vs Healthcare, Logistics & Supply Chain).

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