Best ML Development Services

MobiDev vs Intellias: full comparison for 2026

Last updated: July 2026

Quick verdict

MobiDev (4.3/5) edges ahead of Intellias (3.7/5) 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.. Intellias is the stronger option for automotive, mobility, and IoT companies wanting ML development from a firm with deep embedded-systems heritage.. The right choice depends on your project size, budget, and required tech stack.

MobiDev vs Intellias: head-to-head summary

Criterion MobiDev Intellias
Founded 2009 2002
HQ Atlanta, Georgia, United States Sliema, Malta
Team size 201–500 2,961
Rating 4.3 / 5 3.7 / 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. Automotive, mobility, and IoT companies wanting ML development from a firm with deep embedded-systems heritage.
Pricing model Time & materials, dedicated team Time & materials, dedicated team
Min. engagement Not published Not published
Primary tech stack TensorFlow, PyTorch, OpenCV Python, AWS, Azure
Industries served Healthcare, Retail & E-commerce, FinTech, Manufacturing Automotive, Manufacturing, FinTech, Retail & E-commerce

MobiDev vs Intellias: 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.

Intellias

Intellias was founded in 2002 in Lviv, Ukraine by Michael Puzrakov and Vitaly Sedler and now lists its headquarters in Sliema, Malta, with a workforce exceeding 2,961 employees (some sources cite 3,000+). The company specializes in IoT, artificial intelligence, machine learning, big data, cloud computing, data science, and DevOps, and has been listed among top service providers by Clutch, IAOP, and the GSA UK Awards. Its automotive and mobility-sector heritage gives it particular depth in embedded/IoT-adjacent ML applications relative to more general-purpose AI consultancies.

Services and capabilities: MobiDev vs Intellias

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

Tech stack comparison: MobiDev vs Intellias

Framework / platform MobiDev Intellias
TensorFlow
PyTorch N/A
AWS
Azure
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 Intellias

Criterion MobiDev Intellias
Minimum engagement Not published Not published
Engagement models Dedicated team, Time & materials, Fixed project Dedicated team, Time & materials, Staff augmentation
Rate transparency Not public Not public
Price tier Mid-market Mid-market

Target audience comparison: MobiDev vs Intellias

Dimension MobiDev Intellias
Best company size Startup to mid-market Startup to mid-market
Best industries Healthcare, Retail & E-commerce, FinTech Automotive, Manufacturing, 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). Automotive or mobility company needs ML development from a firm with genuine embedded-systems and IoT heritage., Enterprise wants a vendor recognized by three independent bodies (Clutch, IAOP, GSA UK) rather than one.
Typical project type Dedicated team Dedicated team

MobiDev vs Intellias: 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.
Intellias
+ 22+ years of operating history (since 2002) with founders still traceable to the company's Lviv origins.
+ 2,961-person workforce provides strong delivery capacity for large, multi-workstream enterprise programs.
+ Recognized among top service providers by Clutch, IAOP, and the GSA UK Awards — three independent bodies rather than one.
+ Automotive and IoT sector depth differentiates it from generalist ML consultancies for embedded/connected-device use cases.
- Legal headquarters in Sliema, Malta while founding and significant delivery capacity remains tied to Lviv, Ukraine — confirm contracting jurisdiction.
- At nearly 3,000 employees, AI/ML is one of several core specializations (IoT, big data, cloud, DevOps) rather than a standalone focus.

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 Intellias?

Intellias is the right choice for automotive, mobility, and IoT companies wanting ML development from a firm with deep embedded-systems heritage..

Strong automotive/mobility and IoT sector heritage, giving it differentiated depth in embedded and connected-device ML use cases.. Minimum engagement starts at Not published. Works best with clients in Automotive, Manufacturing, FinTech, Retail & E-commerce.

Decision matrix: MobiDev vs Intellias

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 Intellias (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 Intellias

Use case MobiDev fit Intellias 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
Automotive or mobility company needs ML development from a firm with genuine embedded-systems and IoT heritage. Limited Strong Intellias
Enterprise wants a vendor recognized by three independent bodies (Clutch, IAOP, GSA UK) rather than one. Limited Strong Intellias
Fixed-scope ML build Limited Limited Both equally
Ongoing model retraining Limited Limited Both equally

Verdict: MobiDev vs Intellias

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..

Intellias (3.7/5) is the better choice when automotive, mobility, and IoT companies wanting ML development from a firm with deep embedded-systems heritage.. If your situation matches those criteria, Intellias is a competitive option.

Related comparisons

MobiDev vs Intellias FAQ

Is MobiDev better than Intellias?

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.. Intellias is better for automotive, mobility, and IoT companies wanting ML development from a firm with deep embedded-systems heritage..

How do MobiDev and Intellias differ in pricing?

MobiDev uses time & materials, dedicated team pricing with a minimum engagement of Not published. Intellias 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: MobiDev or Intellias?

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 Intellias?

MobiDev's primary differentiator is: clutch's #1-ranked machine learning development company (2021), with a dedicated ai practice since 2018.. Intellias's primary differentiator is: strong automotive/mobility and iot sector heritage, giving it differentiated depth in embedded and connected-device ml use cases.. They also differ in team size (201–500 vs 2,961), minimum engagement (Not published vs Not published), and primary industries served (Healthcare, Retail & E-commerce vs Automotive, Manufacturing).

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