Tensorway vs Markovate: full comparison for 2026
Quick verdict
Tensorway (4.8/5) edges ahead of Markovate (4.5/5) overall. Tensorway is the better choice for regulated industries needing certified generative AI delivery. Markovate is the stronger option for founders wanting a generative 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 | 4.8 / 5 | 4.5 / 5 |
| Primary differentiator | Documented GDPR, HIPAA, ISO 9001, and ISO 27001 compliance on every generative AI build | AI-exclusive focus dating to 2015, ahead of the current generative AI cycle |
| 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 is a standalone generative AI unit that a longer-running Alicante, Spain software house spun up in 2019 rather than folding the work into its existing generalist teams. The team stays deliberately small, roughly 20-50 deep learning architects, MLOps engineers, ML engineers, and QAs, and documents every engagement against GDPR, HIPAA, ISO 9001, and ISO 27001, a compliance bar few generative AI specialists on this list publish. Recent generative AI work includes an agentic essay-grading tutor for an Australian e-learning company, 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.
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 specifically, predating the current wave of firms rebranding around large language models. That narrow focus trades breadth for depth: clients get a generative AI specialist, not a full-service development partner handling every kind of project.
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 | ✓ | ✓ |
| OpenAI API | N/A | ✓ |
| PyTorch | ✓ | ✓ |
| LangChain | ✓ | ✓ |
| AWS | ✓ | ✓ |
| Azure | N/A | N/A |
| 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 | Automating a compliance-sensitive manual process with generative AI in legal, finance, or healthcare., Needing a generative AI partner that documents its own compliance posture rather than just claiming it. | Turning a generative AI concept into a shipped product with a small, senior 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 | |
|---|---|
| + | Certified against GDPR, HIPAA, ISO 9001, and ISO 27001 as standard on generative AI work. |
| + | AI-only unit avoids the diluted focus of a generalist firm running generative AI as a side practice. |
| + | Draws on its parent company's 25-year delivery track record without losing generative AI specialization. |
| + | Transfers full IP ownership to the client at project close. |
| + | 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 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. |
| - | Team size limits how many large concurrent engagements the agency can realistically run |
| - | No published minimum engagement figure to budget against upfront |
Who should choose Tensorway?
A typical fit: automating a compliance-sensitive manual process with generative AI in legal, finance, or healthcare.
Documented GDPR, HIPAA, ISO 9001, and ISO 27001 compliance on every generative AI build. 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 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.
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 |
|---|---|---|---|
| Automating a compliance-sensitive manual process with generative AI in legal, finance, or healthcare. | Strong | Limited | Tensorway |
| Needing a generative AI partner that documents its own compliance posture rather than just claiming it. | Strong | Limited | Tensorway |
| Turning a generative AI concept into a shipped product with a small, senior 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 (4.8/5) is the stronger overall choice for most Generative AI Development projects. Documented GDPR, HIPAA, ISO 9001, and ISO 27001 compliance on every generative AI build.
Markovate (4.5/5) 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 (4.8/5) scores higher overall, but "better" depends on your use case. Tensorway's strongest advantage: certified against GDPR, HIPAA, ISO 9001, and ISO 27001 as standard on generative AI work. 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: documented GDPR, HIPAA, ISO 9001, and ISO 27001 compliance on every generative AI build. Markovate's primary differentiator is: AI-exclusive focus dating to 2015, ahead of the current generative AI cycle. 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.