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 startups needing a dedicated AI product partner, not a generalist. Cleveroad is the stronger option for startups needing AI features 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 | Ten years of AI-only positioning predating the current generative AI wave | 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, React Native, AWS |
| Industries served | Fintech, Healthcare, Retail & e-commerce, Logistics | Retail & e-commerce, Healthcare, Logistics |
Markovate vs Cleveroad: overview
Markovate
Markovate was founded in 2015 and is headquartered in San Francisco, with a team of roughly 50-200 people working exclusively on AI and machine learning engagements. Unlike many vendors that added a generative AI page to an existing services list, Markovate's public positioning, case studies, and hiring have centered on AI product development, generative AI, and blockchain-adjacent AI tooling for most of its history. Co-founder Rajeev Sharma leads a delivery model built around packaged AI product builds rather than broad custom software development.
Cleveroad
Cleveroad was founded in 2011, and public sources disagree on headquarters, with LinkedIn listing Claymont, Delaware and other trackers pointing to Krakow, Poland as the operational base. Employee estimates likewise vary, from roughly 113 up to a LinkedIn-reported 201-500 range. The company's roots are in mobile and web development for startups and enterprise clients, with safe, production-grade AI deployment positioned as a newer strength built on top of 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 | ✓ | ✓ |
| PyTorch | ✓ | N/A |
| TensorFlow | 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 idea into a shippable product with a small, focused team., Prototyping an AI feature quickly before deciding whether to staff an in-house team. | Adding AI features to a mobile app already in production., Getting a startup MVP built with AI as one feature among several, not the entire product. |
| Typical project type | Fixed project | Fixed project |
Markovate vs Cleveroad: pros and cons
| Markovate | |
|---|---|
| + | AI-first positioning that predates the 2022-era rush of generalists rebranding as AI specialists. |
| + | San Francisco base keeps the team close to the model providers it integrates most often. |
| + | Case studies cover product-level AI builds, not just proof-of-concept demos. |
| + | Comfortable working directly with founders on early-stage AI product bets. |
| - | Smaller team than the large engineering firms on this list, which limits parallel enterprise rollouts |
| - | Public pricing and minimum engagement figures are not published |
| 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. |
| + | AI positioned as an addition to, not a replacement for, established product 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 idea into a shippable product with a small, focused team.
Ten years of AI-only positioning predating the current generative AI wave. 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 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 idea into a shippable product with a small, focused team. | Strong | Limited | Markovate |
| Prototyping an AI feature quickly before deciding whether to staff an in-house team. | Strong | Limited | Markovate |
| Adding AI features to a mobile app already in production. | Limited | Strong | Cleveroad |
| Getting a startup MVP built with AI as one feature among several, not the entire product. | Strong | Strong | Both equally |
| Fixed-price build | Limited | Limited | Both equally |
| Staff augmentation | Strong | Limited | Markovate |
Verdict: Markovate vs Cleveroad
Markovate (4.5/5) is the stronger overall choice for most AI Development projects. Ten years of AI-only positioning predating the current generative AI wave.
Cleveroad (4.0/5) is worth a look if you need getting a startup MVP built with AI as one feature among several, not the entire product. If your situation matches that, Cleveroad is a competitive option.
Related comparisons
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: AI-first positioning that predates the 2022-era rush of generalists rebranding as AI specialists. 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: ten years of AI-only positioning predating the current generative AI wave. 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.