Markovate vs Belitsoft: full comparison for 2026
Quick verdict
Markovate (4.6/5) edges ahead of Belitsoft (4.0/5) overall. Markovate is the better choice for founders wanting an AI-only product partner. Belitsoft is the stronger option for teams wanting AI from an established staff augmentation partner. The right choice depends on your project size, budget, and required tech stack.
Markovate vs Belitsoft: head-to-head summary
| Criterion | Markovate | Belitsoft |
|---|---|---|
| Founded | 2015 | 2004 |
| HQ | San Francisco, United States | Warsaw, Poland |
| Team size | 51-200 | 250-400 |
| Rating | 4.6 / 5 | 4.0 / 5 |
| Primary differentiator | AI-exclusive focus dating to 2015, ahead of the current generative AI cycle | Twenty years of outsourcing delivery with AI added as a distinctly recent practice |
| Pricing model | Fixed project or dedicated team | Dedicated team or staff augmentation |
| Min. engagement | Not disclosed | Not disclosed |
| Primary tech stack | Python, PyTorch, OpenAI API | Python, AWS, .NET |
| Industries served | Fintech, Healthcare, Retail & e-commerce, Logistics | Healthcare, Fintech, E-learning |
Markovate vs Belitsoft: 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.
Belitsoft
Belitsoft was founded in 2004 and is headquartered in Warsaw, Poland, with over 250 core employees and more than 400 developers, testers, project managers, and DevOps staff distributed across Poland, Latvia, and Georgia. The company expanded into cloud and AI development in 2024, layering AI software solutions on top of an already-established web and mobile development and team augmentation business. That makes AI a genuinely recent addition rather than a rebrand of older services.
Services and capabilities: Markovate vs Belitsoft
| Capability | Markovate | Belitsoft |
|---|---|---|
| Generative AI | ✓ | ✗ |
| Machine learning | ✓ | ✓ |
| AI agents | ✓ | ✗ |
| MLOps | ✗ | ✗ |
| AI consulting | ✗ | ✓ |
| Fixed-price projects | ✓ | ✗ |
| Dedicated team model | ✓ | ✓ |
Tech stack comparison: Markovate vs Belitsoft
| Framework / platform | Markovate | Belitsoft |
|---|---|---|
| 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 Belitsoft
| Criterion | Markovate | Belitsoft |
|---|---|---|
| Minimum engagement | Not disclosed | Not disclosed |
| Engagement models | Fixed project, Dedicated team | Dedicated team, Staff augmentation |
| Rate transparency | Not public | Not public |
| Price tier | Mid-market | Mid-market |
Target audience comparison: Markovate vs Belitsoft
| Dimension | Markovate | Belitsoft |
|---|---|---|
| Best company size | Startup to mid-market | Startup to mid-market |
| Best industries | Fintech, Healthcare, Retail & e-commerce | Healthcare, Fintech, E-learning |
| 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. | Augmenting an internal team with AI engineers on a staff-aug basis., Working with an established outsourcing partner that's newly investing in AI capability. |
| Typical project type | Fixed project | Dedicated team |
Markovate vs Belitsoft: 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 |
| Belitsoft | |
|---|---|
| + | Two decades of outsourcing and staff augmentation experience across Poland, Latvia, and Georgia. |
| + | Transparent about AI being a 2024 addition rather than overstating a longer AI history. |
| + | Over 400 combined technical staff supports flexible team augmentation. |
| + | Established e-learning industry presence gives it relevant vertical experience. |
| - | AI practice is genuinely new as of 2024, with a shorter track record than most on this list |
| - | AI sits alongside a broader outsourcing business rather than as the firm's core identity |
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 Belitsoft?
A typical fit: augmenting an internal team with AI engineers on a staff-aug basis.
Twenty years of outsourcing delivery with AI added as a distinctly recent practice. Minimum engagement is not publicly disclosed. Works best with clients in Healthcare, Fintech, E-learning.
Decision matrix: Markovate vs Belitsoft
| 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 Belitsoft (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 | Belitsoft |
Use case fit: Markovate vs Belitsoft
| Use case | Markovate fit | Belitsoft 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 |
| Augmenting an internal team with AI engineers on a staff-aug basis. | Limited | Strong | Belitsoft |
| Working with an established outsourcing partner that's newly investing in AI capability. | Limited | Strong | Belitsoft |
| Fixed-price build | Limited | Limited | Both equally |
| Staff augmentation | Limited | Strong | Belitsoft |
Verdict: Markovate vs Belitsoft
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.
Belitsoft (4.0/5) is worth a look if you need working with an established outsourcing partner that's newly investing in AI capability. If your situation matches that, Belitsoft is a competitive option.
Related comparisons
Markovate vs Belitsoft FAQ
Is Markovate better than Belitsoft?
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. Belitsoft's strongest advantage: two decades of outsourcing and staff augmentation experience across Poland, Latvia, and Georgia.
How do Markovate and Belitsoft differ in pricing?
Markovate uses fixed project or dedicated team pricing. Belitsoft uses dedicated team or staff augmentation pricing. Neither firm publishes a full rate card; a discovery call is required for project-specific quotes.
Which is better for enterprise: Markovate or Belitsoft?
Belitsoft 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 Belitsoft?
Markovate's primary differentiator is: AI-exclusive focus dating to 2015, ahead of the current generative AI cycle. Belitsoft's primary differentiator is: twenty years of outsourcing delivery with AI added as a distinctly recent practice. They also differ in team size (51-200 vs 250-400), minimum engagement (Not disclosed vs Not disclosed), and primary industries served (Fintech, Healthcare vs Healthcare, Fintech).
Verify all details directly with each agency before making a decision.