MobiDev vs Debut Infotech: full comparison for 2026
Last updated: July 2026
Quick verdict
MobiDev (4.3/5) edges ahead of Debut Infotech (3.9/5) overall. MobiDev is the better choice for uS and EU companies that want an ML vendor with a dedicated 2018-founded AI practice inside a larger, established engineering firm.. Debut Infotech is the stronger option for companies wanting ML development from a firm that also has established blockchain engineering depth.. The right choice depends on your project size, budget, and required tech stack.
MobiDev vs Debut Infotech: head-to-head summary
| Criterion | MobiDev | Debut Infotech |
|---|---|---|
| Founded | 2009 | 2011 |
| HQ | Atlanta, Georgia, United States | Palatine, Illinois, United States (delivery: Ahmedabad, India) |
| Team size | 201–500 | 50–120 |
| Rating | 4.3 / 5 | 3.9 / 5 |
| Best for | US and EU companies that want an ML vendor with a dedicated 2018-founded AI practice inside a larger, established engineering firm. | Companies wanting ML development from a firm that also has established blockchain engineering depth. |
| Pricing model | Time & materials, dedicated team | Project-based, dedicated team |
| Min. engagement | Not published | Not published |
| Primary tech stack | TensorFlow, PyTorch, OpenCV | Python, TensorFlow, AWS |
| Industries served | Healthcare, Retail & E-commerce, FinTech, Manufacturing | FinTech, Retail & E-commerce, Healthcare |
MobiDev vs Debut Infotech: overview
MobiDev
MobiDev was founded in 2009 and is headquartered in Atlanta, Georgia, with R&D centers in Lodz, Poland and Chernivtsi, Ukraine staffing roughly 400 engineers. The company extended into dedicated AI consulting and engineering in 2018 and was recognized by Clutch as the #1 Machine Learning development company in 2021. Employee-count sources vary — Clutch cites around 150, while company materials cite 400+ — so prospective clients should confirm current team size for their specific engagement.
Debut Infotech
Debut Infotech was founded in 2011 and has operated with a blockchain-native focus since 2015, later extending into machine learning model development and AI-powered automation. Reported headquarters vary across sources — including Palatine, Illinois and Ahmedabad, India — reflecting a global delivery network spanning the US, UK, Canada, and India, with a total employee count reported between roughly 50 and 120. As with several firms in this list, its AI/ML services sit alongside a distinct blockchain practice rather than standing as the company's sole focus.
Services and capabilities: MobiDev vs Debut Infotech
| Capability | MobiDev | Debut Infotech |
|---|---|---|
| Custom ML Models | ✓ | ✓ |
| Computer Vision | ✓ | ✗ |
| NLP | ✓ | ✗ |
| MLOps | ✓ | ✓ |
| Generative AI | ✗ | ✓ |
| AI Consulting | ✗ | ✗ |
Tech stack comparison: MobiDev vs Debut Infotech
| Framework / platform | MobiDev | Debut Infotech |
|---|---|---|
| TensorFlow | ✓ | ✓ |
| PyTorch | ✓ | N/A |
| AWS | ✓ | ✓ |
| Azure | ✓ | N/A |
| Google Cloud | N/A | N/A |
| LangChain | N/A | N/A |
| Hugging Face | N/A | N/A |
| Kubernetes | N/A | N/A |
Pricing comparison: MobiDev vs Debut Infotech
| Criterion | MobiDev | Debut Infotech |
|---|---|---|
| Minimum engagement | Not published | Not published |
| Engagement models | Dedicated team, Time & materials, Fixed project | Project-based, Dedicated team |
| Rate transparency | Not public | Not public |
| Price tier | Mid-market | Mid-market |
Target audience comparison: MobiDev vs Debut Infotech
| Dimension | MobiDev | Debut Infotech |
|---|---|---|
| Best company size | Startup to mid-market | Startup to mid-market |
| Best industries | Healthcare, Retail & E-commerce, FinTech | FinTech, Retail & E-commerce, Healthcare |
| Best use cases | Healthcare or retail company wants a Clutch-recognized top ML vendor for a computer vision or NLP project., Company needs geographic delivery redundancy across two R&D centers (Poland, Ukraine). | Company building an AI feature with blockchain or Web3 integration needs a single vendor for both., Team wants ML model development from a firm with a global (US/UK/Canada/India) delivery footprint. |
| Typical project type | Dedicated team | Project-based |
MobiDev vs Debut Infotech: pros and cons
| MobiDev | |
|---|---|
| + | Clutch's #1 Machine Learning development company ranking in 2021 is a third-party, verifiable recognition rather than self-reported. |
| + | Dedicated AI consulting/engineering practice since 2018, not a general software shop retrofitting AI onto its offering. |
| + | Dual R&D centers in Poland and Ukraine provide geographic delivery redundancy. |
| + | 15+ years of company history (since 2009) predates the current AI hiring boom, indicating organic rather than opportunistic AI growth. |
| - | Employee-count sources conflict meaningfully (150 on Clutch vs. 400+ on company materials) — confirm current AI-team headcount directly before contracting. |
| - | US headquarters is primarily a commercial front office; delivery is centered in Poland/Ukraine, which is standard for the model but worth knowing upfront. |
| Debut Infotech | |
|---|---|
| + | 13+ years of company history (since 2011) with 9+ years of specific blockchain engineering depth (since 2015). |
| + | Global delivery network across US, UK, Canada, and India provides time-zone flexibility. |
| + | Combined blockchain and ML capability suits clients building AI features on decentralized infrastructure. |
| - | Reported headquarters location is inconsistent across sources (Palatine, IL vs. Ahmedabad, India), which is worth clarifying before contracting. |
| - | Reported employee count varies meaningfully (50 vs. 120), and ML-specific headcount within that total is not separately disclosed. |
| - | Blockchain-native heritage means AI/ML is a secondary, more recently added practice rather than the firm's founding specialty. |
Who should choose MobiDev?
MobiDev is the right choice for uS and EU companies that want an ML vendor with a dedicated 2018-founded AI practice inside a larger, established engineering firm..
Clutch's #1-ranked Machine Learning development company (2021), with a dedicated AI practice since 2018.. Minimum engagement starts at Not published. Works best with clients in Healthcare, Retail & E-commerce, FinTech, Manufacturing.
Who should choose Debut Infotech?
Debut Infotech is the right choice for companies wanting ML development from a firm that also has established blockchain engineering depth..
Blockchain-native since 2015, combining that engineering discipline with newer machine learning and AI automation services.. Minimum engagement starts at Not published. Works best with clients in FinTech, Retail & E-commerce, Healthcare.
Decision matrix: MobiDev vs Debut Infotech
| Your situation | Recommended choice |
|---|---|
| You need full-ownership delivery on a defined project scope | MobiDev |
| You need a large dedicated team for an ongoing programme | MobiDev |
| Your budget is at the lower end | Compare: MobiDev (Not published) vs Debut Infotech (Not published) |
| You need specialist depth in a specific vertical | MobiDev |
| 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: MobiDev vs Debut Infotech
| Use case | MobiDev fit | Debut Infotech fit | Winner |
|---|---|---|---|
| Healthcare or retail company wants a Clutch-recognized top ML vendor for a computer vision or NLP project. | Strong | Limited | MobiDev |
| Company needs geographic delivery redundancy across two R&D centers (Poland, Ukraine). | Strong | Strong | Both equally |
| Company building an AI feature with blockchain or Web3 integration needs a single vendor for both. | Strong | Strong | Both equally |
| Team wants ML model development from a firm with a global (US/UK/Canada/India) delivery footprint. | Strong | Strong | Both equally |
| Fixed-scope ML build | Limited | Limited | Both equally |
| Ongoing model retraining | Limited | Limited | Both equally |
Verdict: MobiDev vs Debut Infotech
MobiDev (4.3/5) is the stronger overall choice for most Machine Learning Development projects. Clutch's #1-ranked Machine Learning development company (2021), with a dedicated AI practice since 2018.. It is best for uS and EU companies that want an ML vendor with a dedicated 2018-founded AI practice inside a larger, established engineering firm..
Debut Infotech (3.9/5) is the better choice when companies wanting ML development from a firm that also has established blockchain engineering depth.. If your situation matches those criteria, Debut Infotech is a competitive option.
Related comparisons
MobiDev vs Debut Infotech FAQ
Is MobiDev better than Debut Infotech?
MobiDev (4.3/5) scores higher overall, but "better" depends on your use case. MobiDev is better for uS and EU companies that want an ML vendor with a dedicated 2018-founded AI practice inside a larger, established engineering firm.. Debut Infotech is better for companies wanting ML development from a firm that also has established blockchain engineering depth..
How do MobiDev and Debut Infotech differ in pricing?
MobiDev uses time & materials, dedicated team pricing with a minimum engagement of Not published. Debut Infotech 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: MobiDev or Debut Infotech?
MobiDev 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 MobiDev and Debut Infotech?
MobiDev's primary differentiator is: clutch's #1-ranked machine learning development company (2021), with a dedicated ai practice since 2018.. Debut Infotech's primary differentiator is: blockchain-native since 2015, combining that engineering discipline with newer machine learning and ai automation services.. They also differ in team size (201–500 vs 50–120), minimum engagement (Not published vs Not published), and primary industries served (Healthcare, Retail & E-commerce vs FinTech, Retail & E-commerce).
Last reviewed: July 2026. Verify all details directly with each company before making a decision.