Provectus vs MobiDev: full comparison for 2026
Last updated: July 2026
Quick verdict
Provectus (4.8/5) edges ahead of MobiDev (4.3/5) overall. Provectus is the better choice for mid-market and enterprise companies that need production-grade MLOps, not just a proof of concept.. MobiDev is the stronger option for uS and EU companies that want an ML vendor with a dedicated 2018-founded AI practice inside a larger, established engineering firm.. The right choice depends on your project size, budget, and required tech stack.
Provectus vs MobiDev: head-to-head summary
| Criterion | Provectus | MobiDev |
|---|---|---|
| Founded | 2010 | 2009 |
| HQ | Palo Alto, California, United States | Atlanta, Georgia, United States |
| Team size | 500–1,000 | 201–500 |
| Rating | 4.8 / 5 | 4.3 / 5 |
| Best for | Mid-market and enterprise companies that need production-grade MLOps, not just a proof of concept. | US and EU companies that want an ML vendor with a dedicated 2018-founded AI practice inside a larger, established engineering firm. |
| Pricing model | Time & materials, fixed project | Time & materials, dedicated team |
| Min. engagement | Not published | Not published |
| Primary tech stack | AWS SageMaker, Kubernetes, MLflow | TensorFlow, PyTorch, OpenCV |
| Industries served | Retail & E-commerce, Healthcare, Manufacturing, Media & Entertainment, FinTech | Healthcare, Retail & E-commerce, FinTech, Manufacturing |
Provectus vs MobiDev: overview
Provectus
Provectus was founded in 2010 in Palo Alto, California by Stepan Pushkarev and operates as an AI-first systems integrator, combining cloud engineering, big data engineering, and applied ML/AI. The company has grown to an estimated 500–1,000 employees across nine locations and positions itself around running the AI systems its clients run their business on, rather than one-off model delivery. Clutch lists Provectus at a $50–$99/hr rate band, consistent with a mid-market enterprise consultancy rather than a boutique.
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.
Services and capabilities: Provectus vs MobiDev
| Capability | Provectus | MobiDev |
|---|---|---|
| Custom ML Models | ✓ | ✓ |
| Computer Vision | ✓ | ✓ |
| NLP | ✗ | ✓ |
| MLOps | ✓ | ✓ |
| Generative AI | ✓ | ✗ |
| AI Consulting | ✗ | ✗ |
Tech stack comparison: Provectus vs MobiDev
| Framework / platform | Provectus | MobiDev |
|---|---|---|
| TensorFlow | ✓ | ✓ |
| PyTorch | ✓ | ✓ |
| AWS | ✓ | ✓ |
| Azure | N/A | ✓ |
| Google Cloud | N/A | N/A |
| LangChain | N/A | N/A |
| Hugging Face | N/A | N/A |
| Kubernetes | ✓ | N/A |
Pricing comparison: Provectus vs MobiDev
| Criterion | Provectus | MobiDev |
|---|---|---|
| Minimum engagement | Not published | Not published |
| Engagement models | Dedicated team, Fixed project, Managed MLOps | Dedicated team, Time & materials, Fixed project |
| Rate transparency | Not public | Not public |
| Price tier | Mid-market | Mid-market |
Target audience comparison: Provectus vs MobiDev
| Dimension | Provectus | MobiDev |
|---|---|---|
| Best company size | Mid-market to enterprise | Startup to mid-market |
| Best industries | Retail & E-commerce, Healthcare, Manufacturing | Healthcare, Retail & E-commerce, FinTech |
| Best use cases | Company has a working ML prototype and needs it hardened into a production MLOps pipeline., Enterprise needs a single vendor for both cloud infrastructure and ML delivery. | 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). |
| Typical project type | Dedicated team | Dedicated team |
Provectus vs MobiDev: pros and cons
| Provectus | |
|---|---|
| + | 500–1,000 person bench supports enterprise-scale engagements without subcontracting. |
| + | Combines cloud infrastructure engineering with ML delivery, reducing hand-off friction to a separate DevOps vendor. |
| + | 15+ years of delivery history since 2010 gives the firm depth in productionizing (not just prototyping) ML systems. |
| + | Broad industry coverage from retail to healthcare reduces vertical-specific onboarding risk. |
| - | Mid-market hourly rate ($50–$99/hr per Clutch) sits below boutique AI specialists, which can mean less senior researcher involvement per project. |
| - | Company size means engagement structure is closer to a managed vendor relationship than a tight advisory partnership. |
| 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. |
Who should choose Provectus?
Provectus is the right choice for mid-market and enterprise companies that need production-grade MLOps, not just a proof of concept..
AI-first systems integrator built around running production ML/AI infrastructure long-term.. Minimum engagement starts at Not published. Works best with clients in Retail & E-commerce, Healthcare, Manufacturing, Media & Entertainment, FinTech.
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.
Decision matrix: Provectus vs MobiDev
| Your situation | Recommended choice |
|---|---|
| You need full-ownership delivery on a defined project scope | Provectus |
| You need a large dedicated team for an ongoing programme | Provectus |
| Your budget is at the lower end | Compare: Provectus (Not published) vs MobiDev (Not published) |
| You need specialist depth in a specific vertical | Provectus |
| 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: Provectus vs MobiDev
| Use case | Provectus fit | MobiDev fit | Winner |
|---|---|---|---|
| Company has a working ML prototype and needs it hardened into a production MLOps pipeline. | Strong | Strong | Both equally |
| Enterprise needs a single vendor for both cloud infrastructure and ML delivery. | Strong | Limited | Provectus |
| Healthcare or retail company wants a Clutch-recognized top ML vendor for a computer vision or NLP project. | Limited | Strong | MobiDev |
| Company needs geographic delivery redundancy across two R&D centers (Poland, Ukraine). | Strong | Strong | Both equally |
| Fixed-scope ML build | Limited | Limited | Both equally |
| Ongoing model retraining | Limited | Limited | Both equally |
Verdict: Provectus vs MobiDev
Provectus (4.8/5) is the stronger overall choice for most Machine Learning Development projects. AI-first systems integrator built around running production ML/AI infrastructure long-term.. It is best for mid-market and enterprise companies that need production-grade MLOps, not just a proof of concept..
MobiDev (4.3/5) is the better choice when uS and EU companies that want an ML vendor with a dedicated 2018-founded AI practice inside a larger, established engineering firm.. If your situation matches those criteria, MobiDev is a competitive option.
Related comparisons
Provectus vs MobiDev FAQ
Is Provectus better than MobiDev?
Provectus (4.8/5) scores higher overall, but "better" depends on your use case. Provectus is better for mid-market and enterprise companies that need production-grade MLOps, not just a proof of concept.. 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..
How do Provectus and MobiDev differ in pricing?
Provectus uses time & materials, fixed project pricing with a minimum engagement of Not published. MobiDev uses time & materials, 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: Provectus or MobiDev?
Provectus 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 Provectus and MobiDev?
Provectus's primary differentiator is: ai-first systems integrator built around running production ml/ai infrastructure long-term.. MobiDev's primary differentiator is: clutch's #1-ranked machine learning development company (2021), with a dedicated ai practice since 2018.. They also differ in team size (500–1,000 vs 201–500), minimum engagement (Not published vs Not published), and primary industries served (Retail & E-commerce, Healthcare vs Healthcare, Retail & E-commerce).
Last reviewed: July 2026. Verify all details directly with each company before making a decision.