Markovate vs Belitsoft: full comparison for 2026
Last updated: August 2026
Quick verdict
Markovate (3.9/5) edges ahead of Belitsoft (3.7/5) overall. Markovate is the better choice for buyers who want a straightforward fixed-price or dedicated-team contract from a specialist with pre-agentic LLM development history.. Belitsoft is the stronger option for healthcare, fintech, and e-learning procurement teams wanting sector-specific reference contracts to check.. 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 | 3.9 / 5 | 3.7 / 5 |
| Best for | Buyers who want a straightforward fixed-price or dedicated-team contract from a specialist with pre-agentic LLM development history. | Healthcare, fintech, and e-learning procurement teams wanting sector-specific reference contracts to check. |
| 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, headquartered in San Francisco with additional offices in Toronto and Gurugram, and roughly 51–200 employees. Its contract structures are limited to fixed project and dedicated team models — procurement teams needing a time-and-materials or staff-augmentation-only arrangement should confirm availability directly, as it isn't advertised as a standard option. Its core specialization in LLM development and prompt engineering predates the current agentic AI wave, giving its agent work a longer internal track record than firms that only recently added agentic AI to their service 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. Its existing vertical contract history in e-learning, healthcare, and fintech gives procurement teams in those sectors a directly comparable reference base to request. Reported employee counts vary significantly by source, so buyers should confirm current team size directly during due diligence before finalizing 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 | Fixed-price agent builds with a well-defined scope and deliverable, Dedicated-team engagements for ongoing LLM and agent product development | Healthcare or fintech procurement teams wanting directly sector-matched reference contracts, E-learning platforms adding AI tutoring or advisory agents via an existing vendor relationship |
| Typical project type | Fixed project | Fixed project |
Markovate vs Belitsoft: pros and cons
| Markovate | |
|---|---|
| + | Contract structures (fixed project, dedicated team) are clearly stated, simplifying early RFP scoping |
| + | Deep prior specialization in LLM development and prompt engineering predates its agent work |
| + | Multi-hub delivery (San Francisco, Toronto, Gurugram) balances US client proximity with offshore cost |
| + | Mid-size team keeps senior engineers hands-on rather than delegated to junior staff |
| - | No advertised time-and-materials or pure staff-augmentation option, limiting contract flexibility for some buyers |
| - | No large-enterprise compliance certifications comparable to the global systems integrators on this list |
| - | 51–200 headcount caps capacity for simultaneous large multi-team procurement programs |
| Belitsoft | |
|---|---|
| + | Two decades of vertical delivery experience in healthcare, fintech, and e-learning gives sector-matched references |
| + | Multi-country delivery team (Poland, Latvia, Georgia) gives procurement some staffing-region 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 — confirm current headcount directly during due diligence |
| - | 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 buyers who want a straightforward fixed-price or dedicated-team contract from a specialist with pre-agentic LLM development history..
LLM development and prompt engineering specialization that predates its agentic AI offering, giving agent work a longer internal track record.. 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 procurement teams wanting sector-specific reference contracts to check..
Two decades of vertical contract history in e-learning, healthcare, and fintech, giving sector-matched procurement references.. 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 |
|---|---|---|---|
| Fixed-price agent builds with a well-defined scope and deliverable | Strong | Limited | Markovate |
| Dedicated-team engagements for ongoing LLM and agent product development | Strong | Limited | Markovate |
| Healthcare or fintech procurement teams wanting directly sector-matched reference contracts | Limited | Strong | Belitsoft |
| E-learning platforms adding AI tutoring or advisory agents via an existing vendor relationship | Limited | Strong | Belitsoft |
| Fixed-price build | Strong | Limited | Markovate |
| Staff augmentation | Limited | Limited | Both equally |
Verdict: Markovate vs Belitsoft
Markovate (3.9/5) is the stronger overall choice for most AI Agent Development projects. LLM development and prompt engineering specialization that predates its agentic AI offering, giving agent work a longer internal track record.. It is best for buyers who want a straightforward fixed-price or dedicated-team contract from a specialist with pre-agentic LLM development history..
Belitsoft (3.7/5) is the better choice when healthcare, fintech, and e-learning procurement teams wanting sector-specific reference contracts to check.. If your situation matches those criteria, Belitsoft is a competitive option.
Related comparisons
Markovate vs Belitsoft FAQ
Is Markovate better than Belitsoft?
Markovate (3.9/5) scores higher overall, but "better" depends on your use case. Markovate is better for buyers who want a straightforward fixed-price or dedicated-team contract from a specialist with pre-agentic LLM development history.. Belitsoft is better for healthcare, fintech, and e-learning procurement teams wanting sector-specific reference contracts to check..
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 provider before shortlisting.
What are the main differences between Markovate and Belitsoft?
Markovate's primary differentiator is: llm development and prompt engineering specialization that predates its agentic ai offering, giving agent work a longer internal track record.. Belitsoft's primary differentiator is: two decades of vertical contract history in e-learning, healthcare, and fintech, giving sector-matched procurement references.. 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 provider before making a decision.