Best Generative AI Development Services

Markovate vs Cleveroad: full comparison for 2026

Quick verdict

Markovate (4.5/5) edges ahead of Cleveroad (4.0/5) overall. Markovate is the better choice for founders wanting a generative AI-only product partner. Cleveroad is the stronger option for startups needing generative AI inside a mobile or web product. 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, United States Krakow, Poland
Team size 51-200 113-200
Rating 4.5 / 5 4.0 / 5
Primary differentiator AI-exclusive focus dating to 2015, ahead of the current generative AI cycle Production-deployment discipline carried over from a decade of mobile and web delivery
Pricing model Fixed project or dedicated team Fixed project or dedicated team
Min. engagement Not disclosed Not disclosed
Primary tech stack Python, PyTorch, OpenAI API Python, OpenAI API, React Native
Industries served Fintech, Healthcare, Retail & e-commerce, Logistics Retail & e-commerce, Healthcare, Logistics

Markovate vs Cleveroad: overview

Markovate

Markovate has run as an AI-only agency out of San Francisco since 2015, with a team in the 51-200 range under co-founder Rajeev Sharma. Its decade of case studies has stayed centered on generative AI and machine learning product work specifically, predating the current wave of firms rebranding around large language models. That narrow focus trades breadth for depth: clients get a generative AI specialist, not a full-service development partner handling every kind of project.

Cleveroad

Cleveroad has operated since 2011, though public sources disagree on headquarters, LinkedIn listing Claymont, Delaware while other trackers point to Krakow, Poland. Employee counts vary similarly, from roughly 113 up to a LinkedIn-reported 201-500. The firm's roots are in mobile and web development, with safe, production-grade generative AI deployment positioned as a newer strength built on that existing delivery discipline.

Services and capabilities: Markovate vs Cleveroad

Capability Markovate Cleveroad
Generative AI
Machine learning
AI agents
MLOps
AI consulting
Fixed-price projects
Dedicated team model

Tech stack comparison: Markovate vs Cleveroad

Framework / platform Markovate Cleveroad
Python
OpenAI API
PyTorch N/A
LangChain N/A
AWS
Azure N/A N/A
Kubernetes N/A N/A

Pricing comparison: Markovate vs Cleveroad

Criterion Markovate Cleveroad
Minimum engagement Not disclosed Not disclosed
Engagement models Fixed project, Dedicated team Fixed project, Dedicated team
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 Fintech, Healthcare, Retail & e-commerce Retail & e-commerce, Healthcare, Logistics
Best use cases Turning a generative AI concept into a shipped product with a small, senior team., Getting a fast generative AI prototype built before deciding on an in-house hire. Adding generative AI features to a mobile app already in production., Getting a startup MVP built with generative AI as one feature among several.
Typical project type Fixed project Fixed project

Markovate vs Cleveroad: pros and cons

Markovate
+ Ten years of AI-only positioning predates most competitors' generative AI pivot.
+ Based in San Francisco, close to the model providers it integrates most often.
+ Willing to take direct founder calls rather than routing through account management layers.
+ Case studies describe shipped generative AI products rather than proof-of-concept demos.
- Team size limits how many large concurrent engagements the agency can realistically run
- No published minimum engagement figure to budget against upfront
Cleveroad
+ Mobile and web development roots translate into disciplined production deployment practices.
+ Over a decade of delivery history across startup and enterprise clients.
+ Operates across four continents, giving flexible timezone coverage.
+ Generative AI positioned as an addition to, not a replacement for, established delivery skills.
- Headquarters and employee count are reported inconsistently across public sources
- AI-specific case studies are less prominent than the firm's mobile and web development portfolio

Who should choose Markovate?

A typical fit: turning a generative AI concept into a shipped product with a small, senior team.

AI-exclusive focus dating to 2015, ahead of the current generative AI cycle. Minimum engagement is not publicly disclosed. Works best with clients in Fintech, Healthcare, Retail & e-commerce, Logistics.

Who should choose Cleveroad?

A typical fit: adding generative AI features to a mobile app already in production.

Production-deployment discipline carried over from a decade of mobile and web delivery. Minimum engagement is not publicly disclosed. Works best with clients in Retail & e-commerce, Healthcare, Logistics.

Decision matrix: Markovate vs Cleveroad

Your situation Recommended choice
You need full-ownership delivery on a defined project scope Markovate
You need a large dedicated team for an ongoing programme Markovate
Your budget is at the lower end Compare: Markovate (Not disclosed) vs Cleveroad (Not disclosed)
You need specialist depth in a specific vertical Markovate
You need staff augmentation or team extension Neither; consider alternatives that offer staff aug
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
Turning a generative AI concept into a shipped product with a small, senior team. Strong Limited Markovate
Getting a fast generative AI prototype built before deciding on an in-house hire. Strong Strong Both equally
Adding generative AI features to a mobile app already in production. Limited Strong Cleveroad
Getting a startup MVP built with generative AI as one feature among several. Strong Strong Both equally
Fixed-price build Limited Limited Both equally
Staff augmentation Limited Limited Both equally

Verdict: Markovate vs Cleveroad

Markovate (4.5/5) is the stronger overall choice for most Generative AI Development projects. AI-exclusive focus dating to 2015, ahead of the current generative AI cycle.

Cleveroad (4.0/5) is worth a look if you need getting a startup MVP built with generative AI as one feature among several. If your situation matches that, Cleveroad is a competitive option.

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Markovate vs Cleveroad FAQ

Is Markovate better than Cleveroad?

Markovate (4.5/5) scores higher overall, but "better" depends on your use case. Markovate's strongest advantage: ten years of AI-only positioning predates most competitors' generative AI pivot. Cleveroad's strongest advantage: mobile and web development roots translate into disciplined production deployment practices.

How do Markovate and Cleveroad differ in pricing?

Markovate uses fixed project or dedicated team pricing. Cleveroad uses fixed project or dedicated team pricing. 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: AI-exclusive focus dating to 2015, ahead of the current generative AI cycle. Cleveroad's primary differentiator is: production-deployment discipline carried over from a decade of mobile and web delivery. They also differ in team size (51-200 vs 113-200), minimum engagement (Not disclosed vs Not disclosed), and primary industries served (Fintech, Healthcare vs Retail & e-commerce, Healthcare).

Verify all details directly with each company before making a decision.