Softermii vs Markovate: full comparison for 2026
Last updated: July 2026
Quick verdict
Softermii (4.2/5) edges ahead of Markovate (4.1/5) overall. Softermii is the better choice for product teams building AI agents or generative AI features into consumer or B2B software products.. Markovate is the stronger option for companies wanting AI agent or chatbot development led by an executive with enterprise AI leadership background (AT&T, IBM).. The right choice depends on your project size, budget, and required tech stack.
Softermii vs Markovate: head-to-head summary
| Criterion | Softermii | Markovate |
|---|---|---|
| Founded | 2014 | 2015 |
| HQ | Los Angeles, California, United States | San Francisco, California, United States |
| Team size | 120+ | 50–100 |
| Rating | 4.2 / 5 | 4.1 / 5 |
| Best for | Product teams building AI agents or generative AI features into consumer or B2B software products. | Companies wanting AI agent or chatbot development led by an executive with enterprise AI leadership background (AT&T, IBM). |
| Pricing model | Project-based, dedicated team | Project-based, dedicated team |
| Min. engagement | Not published | Not published |
| Primary tech stack | LangChain, OpenAI API, Python | LangChain, OpenAI API, Python |
| Industries served | Media & Entertainment, Healthcare, FinTech | Healthcare, Retail & E-commerce, FinTech, Travel & Hospitality |
Softermii vs Markovate: overview
Softermii
Softermii was founded in 2014 and is headquartered in Los Angeles, with additional offices in Las Vegas and Tallinn, Estonia, and an R&D center in Kyiv, Ukraine. Led by CEO and co-founder Slava Vaniukov, the company specializes in AI agents, generative AI, and real-time communication platforms, holding a 4.9/5 rating across 34 reviews on Clutch and a Top 20 B2B company ranking in Ukraine. At roughly 120 engineers, it is a mid-small firm best suited to focused product-development engagements rather than large enterprise programs.
Markovate
Markovate was founded in 2015 and is led by CEO Rajeev Sharma, an AI veteran with 18+ years of experience who previously led AI initiatives at AT&T and IBM. Headquartered with a San Francisco address (some sources cite Toronto as an operating base), the company has grown to roughly 51 employees, including 50+ engineers described as 'certified AI engineers' (per company website), delivering custom AI agents, chatbot development, and cloud services for healthcare, retail, fintech, SaaS, and travel clients. Its small team size makes it a boutique play best suited to scoped generative AI or agent projects rather than large-scale programs.
Services and capabilities: Softermii vs Markovate
| Capability | Softermii | Markovate |
|---|---|---|
| Custom ML Models | ✓ | ✓ |
| Computer Vision | ✗ | ✗ |
| NLP | ✗ | ✗ |
| MLOps | ✗ | ✗ |
| Generative AI | ✓ | ✓ |
| AI Consulting | ✗ | ✗ |
Tech stack comparison: Softermii vs Markovate
| Framework / platform | Softermii | Markovate |
|---|---|---|
| TensorFlow | N/A | N/A |
| PyTorch | N/A | N/A |
| AWS | ✓ | ✓ |
| Azure | N/A | N/A |
| Google Cloud | N/A | ✓ |
| LangChain | ✓ | ✓ |
| Hugging Face | N/A | N/A |
| Kubernetes | N/A | N/A |
Pricing comparison: Softermii vs Markovate
| Criterion | Softermii | Markovate |
|---|---|---|
| Minimum engagement | Not published | Not published |
| Engagement models | Project-based, Dedicated team | Project-based, Dedicated team |
| Rate transparency | Not public | Not public |
| Price tier | Mid-market | Mid-market |
Target audience comparison: Softermii vs Markovate
| Dimension | Softermii | Markovate |
|---|---|---|
| Best company size | Startup to mid-market | Startup to mid-market |
| Best industries | Media & Entertainment, Healthcare, FinTech | Healthcare, Retail & E-commerce, FinTech |
| Best use cases | Product company needs an AI agent or chatbot feature built into an existing platform., Team wants a vendor with a verified 4.9/5 Clutch rating for a scoped generative AI project. | Company wants an AI agent or chatbot built by a team led by a former enterprise AI executive., Healthcare or fintech startup needs a scoped generative AI project from a small, focused vendor. |
| Typical project type | Project-based | Project-based |
Softermii vs Markovate: pros and cons
| Softermii | |
|---|---|
| + | 4.9/5 rating across 34 verified Clutch reviews is among the highest client-satisfaction scores in this list. |
| + | Ranked Top 20 B2B company in Ukraine by Clutch, a third-party recognition beyond self-reported claims. |
| + | Specific product focus on AI agents and real-time communication rather than generalist AI consulting. |
| + | 10+ years of company history (since 2014) under consistent founder-CEO leadership. |
| - | 120-person team is a meaningful constraint for enterprises needing multiple concurrent large workstreams. |
| - | Narrower service focus (AI agents, real-time comms) may require a separate vendor for broader data engineering or MLOps needs. |
| Markovate | |
|---|---|
| + | CEO's 18+ years leading AI initiatives at AT&T and IBM brings genuine enterprise AI leadership experience to client engagements. |
| + | Focused service scope (AI agents, chatbots, generative AI) rather than a broad, diluted general-consulting offering. |
| + | Serves a wide industry spread (healthcare to travel) despite small team size, suggesting adaptable delivery patterns. |
| - | At roughly 51 employees, capacity for multiple concurrent large engagements is limited. |
| - | HQ location is inconsistently reported (San Francisco vs. Toronto across sources) — confirm the contracting entity directly. |
| - | "50+ certified AI engineers" claim on a 51-person total headcount is a company claim worth verifying during vendor due diligence. |
Who should choose Softermii?
Softermii is the right choice for product teams building AI agents or generative AI features into consumer or B2B software products..
4.9/5 Clutch rating (34 reviews) with a specific focus on AI agents and real-time communication platforms.. Minimum engagement starts at Not published. Works best with clients in Media & Entertainment, Healthcare, FinTech.
Who should choose Markovate?
Markovate is the right choice for companies wanting AI agent or chatbot development led by an executive with enterprise AI leadership background (AT&T, IBM)..
CEO brings direct enterprise AI leadership experience (AT&T, IBM) rather than a purely technical or agency background.. Minimum engagement starts at Not published. Works best with clients in Healthcare, Retail & E-commerce, FinTech, Travel & Hospitality.
Decision matrix: Softermii vs Markovate
| Your situation | Recommended choice |
|---|---|
| You need full-ownership delivery on a defined project scope | Both offer fixed-price models |
| You need a large dedicated team for an ongoing programme | Softermii |
| Your budget is at the lower end | Compare: Softermii (Not published) vs Markovate (Not published) |
| You need specialist depth in a specific vertical | Markovate |
| You need production MLOps support after model launch | Both offer MLOps support |
| You need consulting before committing to a build | Both may offer discovery engagements |
Use case fit: Softermii vs Markovate
| Use case | Softermii fit | Markovate fit | Winner |
|---|---|---|---|
| Product company needs an AI agent or chatbot feature built into an existing platform. | Strong | Strong | Both equally |
| Team wants a vendor with a verified 4.9/5 Clutch rating for a scoped generative AI project. | Strong | Strong | Both equally |
| Company wants an AI agent or chatbot built by a team led by a former enterprise AI executive. | Strong | Strong | Both equally |
| Healthcare or fintech startup needs a scoped generative AI project from a small, focused vendor. | Limited | Strong | Markovate |
| Fixed-scope ML build | Limited | Limited | Both equally |
| Ongoing model retraining | Limited | Limited | Both equally |
Verdict: Softermii vs Markovate
Softermii (4.2/5) is the stronger overall choice for most Machine Learning Development projects. 4.9/5 Clutch rating (34 reviews) with a specific focus on AI agents and real-time communication platforms.. It is best for product teams building AI agents or generative AI features into consumer or B2B software products..
Markovate (4.1/5) is the better choice when companies wanting AI agent or chatbot development led by an executive with enterprise AI leadership background (AT&T, IBM).. If your situation matches those criteria, Markovate is a competitive option.
Related comparisons
Softermii vs Markovate FAQ
Is Softermii better than Markovate?
Softermii (4.2/5) scores higher overall, but "better" depends on your use case. Softermii is better for product teams building AI agents or generative AI features into consumer or B2B software products.. Markovate is better for companies wanting AI agent or chatbot development led by an executive with enterprise AI leadership background (AT&T, IBM)..
How do Softermii and Markovate differ in pricing?
Softermii uses project-based, dedicated team pricing with a minimum engagement of Not published. Markovate uses project-based, dedicated team pricing with a minimum engagement of Not published. Neither firm publishes a full rate card; a discovery call is required for project-specific quotes.
Which is better for enterprise: Softermii 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 Softermii and Markovate?
Softermii's primary differentiator is: 4.9/5 clutch rating (34 reviews) with a specific focus on ai agents and real-time communication platforms.. Markovate's primary differentiator is: ceo brings direct enterprise ai leadership experience (at&t, ibm) rather than a purely technical or agency background.. They also differ in team size (120+ vs 50–100), minimum engagement (Not published vs Not published), and primary industries served (Media & Entertainment, Healthcare vs Healthcare, Retail & E-commerce).
Last reviewed: July 2026. Verify all details directly with each company before making a decision.