Best ML Development Services

MobiDev vs Markovate: full comparison for 2026

Last updated: July 2026

Quick verdict

MobiDev (4.3/5) edges ahead of Markovate (4.1/5) 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.. 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.

MobiDev vs Markovate: head-to-head summary

Criterion MobiDev Markovate
Founded 2009 2015
HQ Atlanta, Georgia, United States San Francisco, California, United States
Team size 201–500 50–100
Rating 4.3 / 5 4.1 / 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 AI agent or chatbot development led by an executive with enterprise AI leadership background (AT&T, IBM).
Pricing model Time & materials, dedicated team Project-based, dedicated team
Min. engagement Not published Not published
Primary tech stack TensorFlow, PyTorch, OpenCV LangChain, OpenAI API, Python
Industries served Healthcare, Retail & E-commerce, FinTech, Manufacturing Healthcare, Retail & E-commerce, FinTech, Travel & Hospitality

MobiDev vs Markovate: 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.

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: MobiDev vs Markovate

Capability MobiDev Markovate
Custom ML Models
Computer Vision
NLP
MLOps
Generative AI
AI Consulting

Tech stack comparison: MobiDev vs Markovate

Framework / platform MobiDev Markovate
TensorFlow N/A
PyTorch N/A
AWS
Azure N/A
Google Cloud N/A
LangChain N/A
Hugging Face N/A N/A
Kubernetes N/A N/A

Pricing comparison: MobiDev vs Markovate

Criterion MobiDev Markovate
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 Markovate

Dimension MobiDev Markovate
Best company size Startup to mid-market Startup to mid-market
Best industries Healthcare, Retail & E-commerce, FinTech Healthcare, Retail & E-commerce, FinTech
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 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 Dedicated team Project-based

MobiDev vs Markovate: 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.
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 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 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: MobiDev vs Markovate

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 Markovate (Not published)
You need specialist depth in a specific vertical MobiDev
You need production MLOps support after model launch MobiDev
You need consulting before committing to a build Both may offer discovery engagements

Use case fit: MobiDev vs Markovate

Use case MobiDev fit Markovate fit Winner
Healthcare or retail company wants a Clutch-recognized top ML vendor for a computer vision or NLP project. Strong Strong Both equally
Company needs geographic delivery redundancy across two R&D centers (Poland, Ukraine). 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. Strong Strong Both equally
Fixed-scope ML build Limited Limited Both equally
Ongoing model retraining Limited Limited Both equally

Verdict: MobiDev vs Markovate

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..

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.

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MobiDev vs Markovate FAQ

Is MobiDev better than Markovate?

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.. 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 MobiDev and Markovate differ in pricing?

MobiDev uses time & materials, 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: MobiDev or Markovate?

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 Markovate?

MobiDev's primary differentiator is: clutch's #1-ranked machine learning development company (2021), with a dedicated ai practice since 2018.. 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 (201–500 vs 50–100), minimum engagement (Not published vs Not published), and primary industries served (Healthcare, Retail & E-commerce vs Healthcare, Retail & E-commerce).

Last reviewed: July 2026. Verify all details directly with each company before making a decision.