Best ML Development Services

MobiDev vs DataArt: full comparison for 2026

Last updated: July 2026

Quick verdict

MobiDev (4.3/5) edges ahead of DataArt (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.. DataArt is the stronger option for regulated-industry enterprises (finance, healthcare) that need AI delivery with built-in governance frameworks.. The right choice depends on your project size, budget, and required tech stack.

MobiDev vs DataArt: head-to-head summary

Criterion MobiDev DataArt
Founded 2009 1997
HQ Atlanta, Georgia, United States New York, New York, United States
Team size 201–500 6,000+
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. Regulated-industry enterprises (finance, healthcare) that need AI delivery with built-in governance frameworks.
Pricing model Time & materials, dedicated team Time & materials, managed engagement
Min. engagement Not published Not published
Primary tech stack TensorFlow, PyTorch, OpenCV Python, AWS, Azure
Industries served Healthcare, Retail & E-commerce, FinTech, Manufacturing FinTech, Media & Entertainment, Healthcare, Retail & E-commerce, Travel & Hospitality

MobiDev vs DataArt: 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.

DataArt

DataArt was founded in 1997 in New York City by Eugene Goland and has grown to more than 6,000 engineers across 40+ locations in the US, UK, Europe, Latin America, India, and the Middle East. The firm delivers data, analytics, and AI platforms for finance, media, healthcare, retail, and travel clients, built around Artisyn, its AI-enabled operating model that embeds AI agents and governance frameworks across the software development lifecycle, including regulated industries. Clients cited on its Clutch profile include Priceline, Ocado Technology, Legal & General, and Flutter Entertainment.

Services and capabilities: MobiDev vs DataArt

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

Tech stack comparison: MobiDev vs DataArt

Framework / platform MobiDev DataArt
TensorFlow N/A
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

Pricing comparison: MobiDev vs DataArt

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

Target audience comparison: MobiDev vs DataArt

Dimension MobiDev DataArt
Best company size Startup to mid-market Startup to mid-market
Best industries Healthcare, Retail & E-commerce, FinTech FinTech, Media & Entertainment, 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). Regulated financial services or healthcare company needs AI delivery with a built-in governance framework., Enterprise wants a vendor with named, publicly referenceable clients like Priceline and Legal & General.
Typical project type Dedicated team Managed engagement

MobiDev vs DataArt: 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.
DataArt
+ Named enterprise clients (Priceline, Ocado Technology, Legal & General, Flutter Entertainment) are independently verifiable via public case studies.
+ 27+ years of operating history (since 1997) gives it one of the longer track records in this list.
+ Artisyn operating model specifically addresses AI governance for regulated industries like financial services and healthcare, a genuine differentiator.
+ 6,000+ engineers across 40+ global locations provide substantial delivery capacity and geographic flexibility.
- At 6,000+ employees, engagements are structured around managed delivery rather than close founder-level involvement.
- AI/ML is one of several core service lines (alongside broader data/analytics platform work), not the firm's exclusive 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 DataArt?

DataArt is the right choice for regulated-industry enterprises (finance, healthcare) that need AI delivery with built-in governance frameworks..

Artisyn, a proprietary AI-enabled operating model embedding governance and AI agents across the delivery lifecycle.. Minimum engagement starts at Not published. Works best with clients in FinTech, Media & Entertainment, Healthcare, Retail & E-commerce, Travel & Hospitality.

Decision matrix: MobiDev vs DataArt

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 DataArt (Not published)
You need specialist depth in a specific vertical DataArt
You need production MLOps support after model launch MobiDev
You need consulting before committing to a build DataArt

Use case fit: MobiDev vs DataArt

Use case MobiDev fit DataArt 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
Regulated financial services or healthcare company needs AI delivery with a built-in governance framework. Limited Strong DataArt
Enterprise wants a vendor with named, publicly referenceable clients like Priceline and Legal & General. Limited Strong DataArt
Fixed-scope ML build Limited Limited Both equally
Ongoing model retraining Limited Limited Both equally

Verdict: MobiDev vs DataArt

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..

DataArt (3.9/5) is the better choice when regulated-industry enterprises (finance, healthcare) that need AI delivery with built-in governance frameworks.. If your situation matches those criteria, DataArt is a competitive option.

Related comparisons

MobiDev vs DataArt FAQ

Is MobiDev better than DataArt?

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.. DataArt is better for regulated-industry enterprises (finance, healthcare) that need AI delivery with built-in governance frameworks..

How do MobiDev and DataArt differ in pricing?

MobiDev uses time & materials, dedicated team pricing with a minimum engagement of Not published. DataArt uses time & materials, managed engagement 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 DataArt?

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 DataArt?

MobiDev's primary differentiator is: clutch's #1-ranked machine learning development company (2021), with a dedicated ai practice since 2018.. DataArt's primary differentiator is: artisyn, a proprietary ai-enabled operating model embedding governance and ai agents across the delivery lifecycle.. They also differ in team size (201–500 vs 6,000+), minimum engagement (Not published vs Not published), and primary industries served (Healthcare, Retail & E-commerce vs FinTech, Media & Entertainment).

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