Markovate vs Debut Infotech: full comparison for 2026
Quick verdict
Markovate (4.6/5) edges ahead of Debut Infotech (3.9/5) overall. Markovate is the better choice for founders wanting an AI-only product partner. Debut Infotech is the stronger option for mobile-first products needing AI features added on. The right choice depends on your project size, budget, and required tech stack.
Markovate vs Debut Infotech: head-to-head summary
| Criterion | Markovate | Debut Infotech |
|---|---|---|
| Founded | 2015 | 2011 |
| HQ | San Francisco, United States | Mohali, India |
| Team size | 51-200 | 120-200 |
| Rating | 4.6 / 5 | 3.9 / 5 |
| Primary differentiator | AI-exclusive focus dating to 2015, ahead of the current generative AI cycle | Mobile and digital product development background with AI layered on top |
| 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, Fintech |
Markovate vs Debut Infotech: 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. Rather than adding generative AI to an existing service list, the agency's decade of case studies has stayed centered on AI and machine learning product work specifically, which shows in how directly its team speaks to model choices and trade-offs rather than generic delivery language. That narrow focus trades breadth for depth: clients get an AI specialist, not a full-service development partner.
Debut Infotech
Debut Infotech has run out of Mohali, Punjab since 2011, with employee counts reported between roughly 120 and 200 depending on the source. The company's core focus has been mobile app and digital product development, with Web3, IoT, and AI added as newer capabilities on top of that base. That makes it a reasonable fit for buyers whose primary need is a mobile or web product with AI features attached, rather than a standalone AI engineering engagement.
Services and capabilities: Markovate vs Debut Infotech
| Capability | Markovate | Debut Infotech |
|---|---|---|
| Generative AI | ✓ | ✓ |
| Machine learning | ✓ | ✓ |
| AI agents | ✓ | ✗ |
| MLOps | ✗ | ✗ |
| AI consulting | ✗ | ✗ |
| Fixed-price projects | ✓ | ✓ |
| Dedicated team model | ✓ | ✓ |
Tech stack comparison: Markovate vs Debut Infotech
| Framework / platform | Markovate | Debut Infotech |
|---|---|---|
| Python | ✓ | ✓ |
| PyTorch | ✓ | N/A |
| TensorFlow | N/A | N/A |
| LangChain | ✓ | N/A |
| AWS | ✓ | ✓ |
| Azure | N/A | N/A |
| Kubernetes | N/A | N/A |
Pricing comparison: Markovate vs Debut Infotech
| Criterion | Markovate | Debut Infotech |
|---|---|---|
| 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 Debut Infotech
| Dimension | Markovate | Debut Infotech |
|---|---|---|
| Best company size | Startup to mid-market | Startup to mid-market |
| Best industries | Fintech, Healthcare, Retail & e-commerce | Retail & e-commerce, Healthcare, Fintech |
| Best use cases | Turning a generative AI concept into a shipped product with a small, senior team., Getting a fast prototype built before deciding on an in-house AI hire. | Building a mobile app with an AI-powered feature as part of the broader scope., Combining Web3 and AI capabilities under a single vendor for a blockchain-adjacent product. |
| Typical project type | Fixed project | Fixed project |
Markovate vs Debut Infotech: 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 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 |
| Debut Infotech | |
|---|---|
| + | Strong mobile app development background supports AI features shipped inside a real product. |
| + | Over a decade of delivery history in digital product development. |
| + | Competitive India-based delivery pricing relative to US and European agencies. |
| + | Comfortable adding Web3 or IoT components alongside AI where a project needs it. |
| - | AI is a newer addition to the service list rather than a founding specialty |
| - | Employee count estimates vary meaningfully across public trackers |
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 Debut Infotech?
A typical fit: building a mobile app with an AI-powered feature as part of the broader scope.
Mobile and digital product development background with AI layered on top. Minimum engagement is not publicly disclosed. Works best with clients in Retail & e-commerce, Healthcare, Fintech.
Decision matrix: Markovate vs Debut Infotech
| 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 Debut Infotech (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 Debut Infotech
| Use case | Markovate fit | Debut Infotech fit | Winner |
|---|---|---|---|
| Turning a generative AI concept into a shipped product with a small, senior team. | Strong | Limited | Markovate |
| Getting a fast prototype built before deciding on an in-house AI hire. | Strong | Limited | Markovate |
| Building a mobile app with an AI-powered feature as part of the broader scope. | Limited | Strong | Debut Infotech |
| Combining Web3 and AI capabilities under a single vendor for a blockchain-adjacent product. | Limited | Strong | Debut Infotech |
| Fixed-price build | Limited | Limited | Both equally |
| Staff augmentation | Limited | Limited | Both equally |
Verdict: Markovate vs Debut Infotech
Markovate (4.6/5) is the stronger overall choice for most AI Development projects. AI-exclusive focus dating to 2015, ahead of the current generative AI cycle.
Debut Infotech (3.9/5) is worth a look if you need combining Web3 and AI capabilities under a single vendor for a blockchain-adjacent product. If your situation matches that, Debut Infotech is a competitive option.
Related comparisons
Markovate vs Debut Infotech FAQ
Is Markovate better than Debut Infotech?
Markovate (4.6/5) 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. Debut Infotech's strongest advantage: strong mobile app development background supports AI features shipped inside a real product.
How do Markovate and Debut Infotech differ in pricing?
Markovate uses fixed project or dedicated team pricing. Debut Infotech 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 Debut Infotech?
Debut Infotech is the larger team and typically the better enterprise-scale choice. For very large programmes, verify team size and compliance coverage directly with each agency before shortlisting.
What are the main differences between Markovate and Debut Infotech?
Markovate's primary differentiator is: AI-exclusive focus dating to 2015, ahead of the current generative AI cycle. Debut Infotech's primary differentiator is: mobile and digital product development background with AI layered on top. They also differ in team size (51-200 vs 120-200), minimum engagement (Not disclosed vs Not disclosed), and primary industries served (Fintech, Healthcare vs Retail & e-commerce, Healthcare).
Verify all details directly with each agency before making a decision.