Tensorway vs Markovate: full comparison for 2026
Quick verdict
Tensorway (4.6/5) edges ahead of Markovate (3.9/5) overall. Tensorway is the better choice for EU buyers needing GDPR-native AI delivery, not retrofitted compliance. Markovate is the stronger option for US founders wanting an AI-only product partner. The right choice depends on your project size, budget, and required tech stack.
Tensorway vs Markovate: head-to-head summary
| Criterion | Tensorway | Markovate |
|---|---|---|
| Founded | 2019 | 2015 |
| HQ | Alicante, Spain | San Francisco, United States |
| Team size | 20-50 | 51-200 |
| Rating | 4.6 / 5 | 3.9 / 5 |
| Primary differentiator | Spanish legal entity with GDPR/HIPAA/ISO 9001/ISO 27001 compliance built in from founding | AI-exclusive focus dating to 2015, based entirely in the US |
| Pricing model | Fixed-scope project, dedicated team, or paid discovery phase | Fixed project or dedicated team |
| Min. engagement | Not disclosed | Not disclosed |
| Primary tech stack | Python, PyTorch, TensorFlow | Python, PyTorch, OpenAI API |
| Industries served | Legal, Private equity & finance, E-learning, Sports & media | Fintech, Healthcare, Retail & e-commerce, Logistics |
Tensorway vs Markovate: overview
Tensorway
Tensorway operates out of Alicante, Spain as the applied-AI arm of a longer-running Spanish software house with roughly 25 years of prior delivery history. Set up in 2019 as a standalone unit of 20-50 deep learning architects, MLOps engineers, ML engineers, and QAs, it documents every engagement against GDPR, HIPAA, ISO 9001, and ISO 27001, a compliance bar that matters directly to European buyers navigating data residency questions. Case work spans an agentic essay-evaluation tutor for an Australian e-learning client, a legal document automation agent reported at roughly 90% accuracy for a US law practice (per company website; independently unverifiable), and a deal-sourcing agent built for a Swedish private equity firm, a genuinely European client.
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. Its decade of case studies has stayed centered on generative AI and machine learning product work, entirely from a US base with no reported European delivery presence.
Services and capabilities: Tensorway vs Markovate
| Capability | Tensorway | Markovate |
|---|---|---|
| Generative AI | ✓ | ✓ |
| Machine learning | ✓ | ✓ |
| AI agents | ✓ | ✓ |
| MLOps | ✓ | ✗ |
| AI consulting | ✓ | ✗ |
| Fixed-price projects | ✓ | ✓ |
| Dedicated team model | ✓ | ✓ |
Tech stack comparison: Tensorway vs Markovate
| Framework / platform | Tensorway | Markovate |
|---|---|---|
| Python | ✓ | ✓ |
| AWS | ✓ | ✓ |
| Azure | N/A | N/A |
| OpenAI API | N/A | ✓ |
| TensorFlow | ✓ | N/A |
| PyTorch | ✓ | ✓ |
| Kubernetes | ✓ | N/A |
Pricing comparison: Tensorway vs Markovate
| Criterion | Tensorway | Markovate |
|---|---|---|
| Minimum engagement | Not disclosed | Not disclosed |
| Engagement models | Fixed project, Dedicated team, Discovery phase | Fixed project, Dedicated team |
| Rate transparency | Not public | Not public |
| Price tier | Mid-market | Mid-market |
Target audience comparison: Tensorway vs Markovate
| Dimension | Tensorway | Markovate |
|---|---|---|
| Best company size | Startup to mid-market | Startup to mid-market |
| Best industries | Legal, Private equity & finance, E-learning | Fintech, Healthcare, Retail & e-commerce |
| Best use cases | Needing an AI vendor whose GDPR compliance is native to its own jurisdiction, not adapted after the fact., Automating a compliance-sensitive manual process in legal, finance, or healthcare within the EU. | Turning a generative AI concept into a shipped product with a small, senior US-based team., Getting a fast generative AI prototype built before deciding on an in-house hire. |
| Typical project type | Fixed project | Fixed project |
Tensorway vs Markovate: pros and cons
| Tensorway | |
|---|---|
| + | Spanish, EU-jurisdiction legal entity means GDPR compliance is native, not bolted on for foreign clients. |
| + | Certified against GDPR, HIPAA, ISO 9001, and ISO 27001 as standard practice. |
| + | Documented delivery to a Swedish private equity client shows real intra-EU work, not just an EU address. |
| + | AI-only unit avoids the diluted focus of a generalist firm treating AI as a side practice. |
| + | Ships an initial working prototype within weeks based on documented case work. |
| - | A 20-50 person team caps parallel capacity for very large enterprise rollouts |
| - | Case studies published so far lean toward early-production scale, not massive EU-wide deployments |
| 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 generative AI products rather than proof-of-concept demos. |
| - | No reported European office or delivery presence |
| - | Team size limits how many large concurrent engagements the agency can realistically run |
Who should choose Tensorway?
A typical fit: needing an AI vendor whose GDPR compliance is native to its own jurisdiction, not adapted after the fact.
Spanish legal entity with GDPR/HIPAA/ISO 9001/ISO 27001 compliance built in from founding. Minimum engagement is not publicly disclosed. Works best with clients in Legal, Private equity & finance, E-learning, Sports & media.
Who should choose Markovate?
A typical fit: turning a generative AI concept into a shipped product with a small, senior US-based team.
AI-exclusive focus dating to 2015, based entirely in the US. Minimum engagement is not publicly disclosed. Works best with clients in Fintech, Healthcare, Retail & e-commerce, Logistics.
Decision matrix: Tensorway vs Markovate
| Your situation | Recommended choice |
|---|---|
| You need full-ownership delivery on a defined project scope | Tensorway |
| You need a large dedicated team for an ongoing programme | Tensorway |
| Your budget is at the lower end | Compare: Tensorway (Not disclosed) vs Markovate (Not disclosed) |
| You need specialist depth in a specific vertical | Tensorway |
| You need staff augmentation or team extension | Neither; consider alternatives that offer staff aug |
| You need consulting before committing to a build | Tensorway |
Use case fit: Tensorway vs Markovate
| Use case | Tensorway fit | Markovate fit | Winner |
|---|---|---|---|
| Needing an AI vendor whose GDPR compliance is native to its own jurisdiction, not adapted after the fact. | Strong | Limited | Tensorway |
| Automating a compliance-sensitive manual process in legal, finance, or healthcare within the EU. | Strong | Limited | Tensorway |
| Turning a generative AI concept into a shipped product with a small, senior US-based team. | Limited | Strong | Markovate |
| Getting a fast generative AI prototype built before deciding on an in-house hire. | Limited | Strong | Markovate |
| Fixed-price build | Limited | Limited | Both equally |
| Staff augmentation | Limited | Limited | Both equally |
Verdict: Tensorway vs Markovate
Tensorway (4.6/5) is the stronger overall choice for most AI Development projects. Spanish legal entity with GDPR/HIPAA/ISO 9001/ISO 27001 compliance built in from founding.
Markovate (3.9/5) is worth a look if you need getting a fast generative AI prototype built before deciding on an in-house hire. If your situation matches that, Markovate is a competitive option.
Related comparisons
Tensorway vs Markovate FAQ
Is Tensorway better than Markovate?
Tensorway (4.6/5) scores higher overall, but "better" depends on your use case. Tensorway's strongest advantage: Spanish, EU-jurisdiction legal entity means GDPR compliance is native, not bolted on for foreign clients. Markovate's strongest advantage: ten years of AI-only positioning predates most competitors' generative AI pivot.
How do Tensorway and Markovate differ in pricing?
Tensorway uses fixed-scope project, dedicated team, or paid discovery phase pricing. Markovate 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: Tensorway or Markovate?
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 Tensorway and Markovate?
Tensorway's primary differentiator is: spanish legal entity with GDPR/HIPAA/ISO 9001/ISO 27001 compliance built in from founding. Markovate's primary differentiator is: AI-exclusive focus dating to 2015, based entirely in the US. They also differ in team size (20-50 vs 51-200), minimum engagement (Not disclosed vs Not disclosed), and primary industries served (Legal, Private equity & finance vs Fintech, Healthcare).
Verify all details directly with each company before making a decision.