Markovate vs Belitsoft: full comparison for 2026
Last updated: August 2026
Quick verdict
Markovate (4.3/5) edges ahead of Belitsoft (3.8/5) overall. Markovate is the better choice for product teams that already have a generative-AI roadmap and want agent capability added by the same specialist.. Belitsoft is the stronger option for healthcare, fintech, and e-learning companies wanting agentic AI from a vendor with existing vertical experience.. 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, CA, USA | Warsaw, Poland |
| Team size | 51–200 | 51–400 |
| Rating | 4.3 / 5 | 3.8 / 5 |
| Best for | Product teams that already have a generative-AI roadmap and want agent capability added by the same specialist. | Healthcare, fintech, and e-learning companies wanting agentic AI from a vendor with existing vertical experience. |
| Pricing model | Fixed project, dedicated team | Fixed project, dedicated team |
| Min. engagement | $25K (per company website; independently unverifiable) | $20K (per company website; independently unverifiable) |
| Primary tech stack | Python, LangChain, OpenAI | Python, LangChain, AWS |
| Industries served | Technology & SaaS, Retail & E-commerce, Healthcare, Financial Services | Healthcare, Financial Services, Technology & SaaS |
Markovate vs Belitsoft: overview
Markovate
Markovate is a generative-AI and LLM specialist founded in 2015 and headquartered in San Francisco, with additional offices in Toronto and Gurugram and a team of 51–200 people. Its services span product development, LLM development, prompt engineering, and AI/agent consulting, with agentic AI positioned as a natural extension of its existing generative AI practice rather than a bolt-on. As a specialist shop of its size, it lacks the large-enterprise compliance apparatus of the global systems integrators on this list.
Belitsoft
Belitsoft is a custom software development company founded in 2004 with headquarters in Warsaw, Poland and delivery teams distributed across Poland, Latvia, and Georgia, totaling roughly 130–400 developers, testers, and other specialists depending on the source. It serves industries including e-learning, healthcare, fintech, and — more recently — artificial intelligence and agent development. Reported employee counts vary significantly by source, so buyers should confirm current team size directly before committing to a large program.
Services and capabilities: Markovate vs Belitsoft
| Capability | Markovate | Belitsoft |
|---|---|---|
| Multi-agent orchestration | ✓ | ✗ |
| RAG / knowledge integration | ✓ | ✓ |
| Workflow & systems integration | ✗ | ✓ |
| Coding agents | ✓ | ✗ |
| Monitoring & anomaly detection | ✗ | ✗ |
| Customer-facing agents | ✗ | ✗ |
Tech stack comparison: Markovate vs Belitsoft
| Framework / platform | Markovate | Belitsoft |
|---|---|---|
| LangChain | ✓ | ✓ |
| LangGraph | N/A | N/A |
| AutoGen | N/A | N/A |
| LlamaIndex | N/A | N/A |
| OpenAI | ✓ | N/A |
| Anthropic Claude | ✓ | N/A |
| Pinecone | N/A | N/A |
| AWS | ✓ | ✓ |
| Azure | N/A | ✓ |
| Kubernetes | N/A | N/A |
Pricing comparison: Markovate vs Belitsoft
| Criterion | Markovate | Belitsoft |
|---|---|---|
| Minimum engagement | $25K (per company website; independently unverifiable) | $20K (per company website; independently unverifiable) |
| Engagement models | Fixed project, Dedicated team | Fixed project, Dedicated team |
| Rate transparency | Minimum disclosed | Minimum disclosed |
| Price tier | Accessible | Accessible |
Target audience comparison: Markovate vs Belitsoft
| Dimension | Markovate | Belitsoft |
|---|---|---|
| Best company size | Startup to mid-market | Startup to mid-market |
| Best industries | Technology & SaaS, Retail & E-commerce, Healthcare | Healthcare, Financial Services, Technology & SaaS |
| Best use cases | Adding agentic capability to an existing LLM-powered product, Building coding agents that plug into an existing dev pipeline | Healthcare or fintech companies building compliance-aware agentic workflows, E-learning platforms adding AI tutoring or advisory agents |
| Typical project type | Fixed project | Fixed project |
Markovate vs Belitsoft: pros and cons
| Markovate | |
|---|---|
| + | Deep prior specialization in LLM development and prompt engineering feeds directly into agent quality |
| + | Multi-hub delivery (San Francisco, Toronto, Gurugram) balances US client proximity with offshore cost |
| + | Product-development background means agent work is usually shipped inside a real product, not a standalone demo |
| + | Mid-size team keeps senior engineers hands-on rather than delegated to junior staff |
| - | No large-enterprise compliance certifications comparable to the global systems integrators on this list |
| - | Public case studies skew toward smaller product companies rather than regulated enterprises |
| - | 51–200 headcount caps capacity for simultaneous large multi-team engagements |
| Belitsoft | |
|---|---|
| + | Two decades of vertical delivery experience in healthcare, fintech, and e-learning |
| + | Multi-country delivery team (Poland, Latvia, Georgia) gives some staffing flexibility |
| + | Founded 2004 with continuous operating history |
| + | Existing sector expertise helps agent work meet vertical-specific compliance and workflow needs |
| - | Reported employee counts vary widely across sources (roughly 127 to 400), worth confirming directly |
| - | Agentic AI is a newer addition to a generalist custom-software practice |
| - | Fewer public large-enterprise references than bigger competitors on this list |
Who should choose Markovate?
Markovate is the right choice for product teams that already have a generative-AI roadmap and want agent capability added by the same specialist..
Generative AI and LLM development as the core practice, with agent work built as a natural extension rather than a separate offering.. Minimum engagement starts at $25K (per company website; independently unverifiable). Works best with clients in Technology & SaaS, Retail & E-commerce, Healthcare, Financial Services.
Who should choose Belitsoft?
Belitsoft is the right choice for healthcare, fintech, and e-learning companies wanting agentic AI from a vendor with existing vertical experience..
Two decades of vertical experience in e-learning, healthcare, and fintech, applied to agent development in those same sectors.. Minimum engagement starts at $20K (per company website; independently unverifiable). Works best with clients in Healthcare, Financial Services, Technology & SaaS.
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 | Belitsoft |
| 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 Belitsoft
| Use case | Markovate fit | Belitsoft fit | Winner |
|---|---|---|---|
| Adding agentic capability to an existing LLM-powered product | Strong | Strong | Both equally |
| Building coding agents that plug into an existing dev pipeline | Strong | Strong | Both equally |
| Healthcare or fintech companies building compliance-aware agentic workflows | Limited | Strong | Belitsoft |
| E-learning platforms adding AI tutoring or advisory agents | Limited | Strong | Belitsoft |
| Fixed-price build | Limited | Limited | Both equally |
| Staff augmentation | Limited | Limited | Both equally |
Verdict: Markovate vs Belitsoft
Markovate (4.3/5) is the stronger overall choice for most AI Agent Development projects. Generative AI and LLM development as the core practice, with agent work built as a natural extension rather than a separate offering.. It is best for product teams that already have a generative-AI roadmap and want agent capability added by the same specialist..
Belitsoft (3.8/5) is the better choice when healthcare, fintech, and e-learning companies wanting agentic AI from a vendor with existing vertical experience.. If your situation matches those criteria, Belitsoft is a competitive option.
Related comparisons
Markovate vs Belitsoft FAQ
Is Markovate better than Belitsoft?
Markovate (4.3/5) scores higher overall, but "better" depends on your use case. Markovate is better for product teams that already have a generative-AI roadmap and want agent capability added by the same specialist.. Belitsoft is better for healthcare, fintech, and e-learning companies wanting agentic AI from a vendor with existing vertical experience..
How do Markovate and Belitsoft differ in pricing?
Markovate uses fixed project, dedicated team pricing with a minimum engagement of $25K (per company website; independently unverifiable). Belitsoft uses fixed project, dedicated team pricing with a minimum engagement of $20K (per company website; independently unverifiable). 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 company before shortlisting.
What are the main differences between Markovate and Belitsoft?
Markovate's primary differentiator is: generative ai and llm development as the core practice, with agent work built as a natural extension rather than a separate offering.. Belitsoft's primary differentiator is: two decades of vertical experience in e-learning, healthcare, and fintech, applied to agent development in those same sectors.. They also differ in team size (51–200 vs 51–400), minimum engagement ($25K (per company website; independently unverifiable) vs $20K (per company website; independently unverifiable)), and primary industries served (Technology & SaaS, Retail & E-commerce vs Healthcare, Financial Services).
Last reviewed: August 2026. Verify all details directly with each company before making a decision.