Markovate vs SoftKraft: full comparison for 2026
Quick verdict
Markovate (4.5/5) edges ahead of SoftKraft (4.0/5) overall. Markovate is the better choice for startups needing a dedicated AI product partner, not a generalist. SoftKraft is the stronger option for startups on a budget needing data-driven MVP work. The right choice depends on your project size, budget, and required tech stack.
Markovate vs SoftKraft: head-to-head summary
| Criterion | Markovate | SoftKraft |
|---|---|---|
| Founded | 2015 | 2015 |
| HQ | San Francisco, United States | Bielsko-Biala, Poland |
| Team size | 51-200 | 11-50 |
| Rating | 4.5 / 5 | 4.0 / 5 |
| Primary differentiator | Ten years of AI-only positioning predating the current generative AI wave | Small dedicated team pricing squarely at startup and SME budgets, not enterprise rates |
| 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, PostgreSQL, Apache Airflow |
| Industries served | Fintech, Healthcare, Retail & e-commerce, Logistics | Fintech, SaaS, Healthtech |
Markovate vs SoftKraft: 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.
SoftKraft
SoftKraft was founded in 2015 by CEO Marek Petrykowski and CTO Blazej Kosmowski, and is headquartered in Bielsko-Biala, Poland with roughly 11-50 staff. About 70% of its client base sits in North America, despite the delivery team being based in Poland, which reflects a common nearshore pattern for smaller AI consultancies. The firm specializes in custom data-driven software, AI, and data engineering aimed specifically at startups and small to mid-sized enterprises rather than large corporate accounts.
Services and capabilities: Markovate vs SoftKraft
| Capability | Markovate | SoftKraft |
|---|---|---|
| Generative AI | ✓ | ✗ |
| Machine learning | ✓ | ✓ |
| AI agents | ✓ | ✗ |
| MLOps | ✗ | ✗ |
| AI consulting | ✗ | ✓ |
| Fixed-price projects | ✓ | ✓ |
| Dedicated team model | ✓ | ✓ |
Tech stack comparison: Markovate vs SoftKraft
| Framework / platform | Markovate | SoftKraft |
|---|---|---|
| Python | ✓ | ✓ |
| PyTorch | ✓ | N/A |
| TensorFlow | N/A | N/A |
| LangChain | ✓ | N/A |
| AWS | ✓ | ✓ |
| Azure | N/A | N/A |
| Kubernetes | N/A | N/A |
Pricing comparison: Markovate vs SoftKraft
| Criterion | Markovate | SoftKraft |
|---|---|---|
| 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 SoftKraft
| Dimension | Markovate | SoftKraft |
|---|---|---|
| Best company size | Startup to mid-market | Startup to mid-market |
| Best industries | Fintech, Healthcare, Retail & e-commerce | Fintech, SaaS, Healthtech |
| 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. | Building a data-driven MVP for a pre-seed or seed-stage startup., Getting AI and data engineering from one small, accountable team instead of splitting the work. |
| Typical project type | Fixed project | Fixed project |
Markovate vs SoftKraft: 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 |
| SoftKraft | |
|---|---|
| + | Small team size keeps overhead, and likely cost, lower than mid-size and enterprise firms on this list. |
| + | 70% North American client base shows the team has adapted to US buyer expectations despite being based in Poland. |
| + | Founder-led leadership stays close to delivery rather than purely sales. |
| + | Startup and SME focus means pricing and scope are built for smaller budgets from the start. |
| - | Team of 11-50 limits capacity for anything beyond a handful of concurrent projects |
| - | Less public case-study depth than firms with a decade-plus track record |
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 SoftKraft?
A typical fit: building a data-driven MVP for a pre-seed or seed-stage startup.
Small dedicated team pricing squarely at startup and SME budgets, not enterprise rates. Minimum engagement is not publicly disclosed. Works best with clients in Fintech, SaaS, Healthtech.
Decision matrix: Markovate vs SoftKraft
| 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 SoftKraft (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 | SoftKraft |
Use case fit: Markovate vs SoftKraft
| Use case | Markovate fit | SoftKraft 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 |
| Building a data-driven MVP for a pre-seed or seed-stage startup. | Limited | Strong | SoftKraft |
| Getting AI and data engineering from one small, accountable team instead of splitting the work. | Strong | Strong | Both equally |
| Fixed-price build | Limited | Limited | Both equally |
| Staff augmentation | Strong | Limited | Markovate |
Verdict: Markovate vs SoftKraft
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.
SoftKraft (4.0/5) is worth a look if you need getting AI and data engineering from one small, accountable team instead of splitting the work. If your situation matches that, SoftKraft is a competitive option.
Related comparisons
Markovate vs SoftKraft FAQ
Is Markovate better than SoftKraft?
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. SoftKraft's strongest advantage: small team size keeps overhead, and likely cost, lower than mid-size and enterprise firms on this list.
How do Markovate and SoftKraft differ in pricing?
Markovate uses fixed project or dedicated team pricing. SoftKraft 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 SoftKraft?
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 SoftKraft?
Markovate's primary differentiator is: ten years of AI-only positioning predating the current generative AI wave. SoftKraft's primary differentiator is: small dedicated team pricing squarely at startup and SME budgets, not enterprise rates. They also differ in team size (51-200 vs 11-50), minimum engagement (Not disclosed vs Not disclosed), and primary industries served (Fintech, Healthcare vs Fintech, SaaS).
Verify all details directly with each company before making a decision.