Markovate vs HYS Enterprise: full comparison for 2026
Quick verdict
Markovate (4.5/5) edges ahead of HYS Enterprise (3.9/5) overall. Markovate is the better choice for startups needing a dedicated AI product partner, not a generalist. HYS Enterprise is the stronger option for EU clients wanting Netherlands-based contracting with Poland delivery. The right choice depends on your project size, budget, and required tech stack.
Markovate vs HYS Enterprise: head-to-head summary
| Criterion | Markovate | HYS Enterprise |
|---|---|---|
| Founded | 2015 | 2007 |
| HQ | San Francisco, United States | Amsterdam, Netherlands |
| Team size | 51-200 | 213 |
| Rating | 4.5 / 5 | 3.9 / 5 |
| Primary differentiator | Ten years of AI-only positioning predating the current generative AI wave | Amsterdam legal entity with an Eastern European delivery hub for EU-based contracting |
| 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, AWS, Azure |
| Industries served | Fintech, Healthcare, Retail & e-commerce, Logistics | Fintech, Healthcare, Retail & e-commerce |
Markovate vs HYS Enterprise: 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.
HYS Enterprise
HYS Enterprise was founded in 2007 and is headquartered in Amsterdam, with its main development hub staffed by engineers across Eastern Europe based in Poland. As of mid-2026 the company reported 213 employees. The firm operates as an IT consulting and software development company broadly, with AI delivered as an extension of its general consulting and engineering practice rather than a dedicated specialty area.
Services and capabilities: Markovate vs HYS Enterprise
| Capability | Markovate | HYS Enterprise |
|---|---|---|
| Generative AI | ✓ | ✗ |
| Machine learning | ✓ | ✓ |
| AI agents | ✓ | ✗ |
| MLOps | ✗ | ✗ |
| AI consulting | ✗ | ✓ |
| Fixed-price projects | ✓ | ✓ |
| Dedicated team model | ✓ | ✓ |
Tech stack comparison: Markovate vs HYS Enterprise
| Framework / platform | Markovate | HYS Enterprise |
|---|---|---|
| Python | ✓ | ✓ |
| PyTorch | ✓ | N/A |
| TensorFlow | N/A | N/A |
| LangChain | ✓ | N/A |
| AWS | ✓ | ✓ |
| Azure | N/A | ✓ |
| Kubernetes | N/A | N/A |
Pricing comparison: Markovate vs HYS Enterprise
| Criterion | Markovate | HYS Enterprise |
|---|---|---|
| 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 HYS Enterprise
| Dimension | Markovate | HYS Enterprise |
|---|---|---|
| Best company size | Startup to mid-market | Startup to mid-market |
| Best industries | Fintech, Healthcare, Retail & e-commerce | Fintech, Healthcare, Retail & e-commerce |
| 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. | Getting EU-based contracting terms with Eastern European delivery costs., Running a general IT consulting engagement that includes an AI component. |
| Typical project type | Fixed project | Fixed project |
Markovate vs HYS Enterprise: 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 |
| HYS Enterprise | |
|---|---|
| + | Amsterdam headquarters simplifies EU-based contracting and data residency conversations. |
| + | Eastern European delivery hub keeps costs lower than a fully Western European team. |
| + | Nearly two decades of IT consulting experience. |
| + | Consistent, precisely reported headcount (213) rather than a wide estimated range. |
| - | AI is delivered as an extension of general IT consulting rather than a dedicated practice |
| - | Smaller team than most enterprise-scale firms on this list, limiting very large program capacity |
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 HYS Enterprise?
A typical fit: getting EU-based contracting terms with Eastern European delivery costs.
Amsterdam legal entity with an Eastern European delivery hub for EU-based contracting. Minimum engagement is not publicly disclosed. Works best with clients in Fintech, Healthcare, Retail & e-commerce.
Decision matrix: Markovate vs HYS Enterprise
| 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 HYS Enterprise (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 | HYS Enterprise |
Use case fit: Markovate vs HYS Enterprise
| Use case | Markovate fit | HYS Enterprise 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 |
| Getting EU-based contracting terms with Eastern European delivery costs. | Strong | Strong | Both equally |
| Running a general IT consulting engagement that includes an AI component. | Limited | Strong | HYS Enterprise |
| Fixed-price build | Limited | Limited | Both equally |
| Staff augmentation | Strong | Limited | Markovate |
Verdict: Markovate vs HYS Enterprise
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.
HYS Enterprise (3.9/5) is worth a look if you need running a general IT consulting engagement that includes an AI component. If your situation matches that, HYS Enterprise is a competitive option.
Related comparisons
Markovate vs HYS Enterprise FAQ
Is Markovate better than HYS Enterprise?
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. HYS Enterprise's strongest advantage: amsterdam headquarters simplifies EU-based contracting and data residency conversations.
How do Markovate and HYS Enterprise differ in pricing?
Markovate uses fixed project or dedicated team pricing. HYS Enterprise 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 HYS Enterprise?
Markovate 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 HYS Enterprise?
Markovate's primary differentiator is: ten years of AI-only positioning predating the current generative AI wave. HYS Enterprise's primary differentiator is: amsterdam legal entity with an Eastern European delivery hub for EU-based contracting. They also differ in team size (51-200 vs 213), minimum engagement (Not disclosed vs Not disclosed), and primary industries served (Fintech, Healthcare vs Fintech, Healthcare).
Verify all details directly with each company before making a decision.