MobiDev
US-headquartered AI consulting and engineering firm, Clutch's #1-ranked ML developer in 2021.
Founded 2009 | Atlanta, Georgia, United States | 201–500 employees
custom-ml-modelscomputer-visionnlpmlops
What is 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.
MobiDev was founded in 2009 and is headquartered in Atlanta, Georgia, United States. The firm employs 201–500 people and works primarily with clients in Healthcare, Retail & E-commerce, FinTech, Manufacturing sectors. Its primary differentiator is: Clutch's #1-ranked Machine Learning development company (2021), with a dedicated AI practice since 2018.
MobiDev tech stack and services
TensorFlowPyTorchOpenCVspaCyAWSAzure
| Service area |
|---|
| Custom ML Models |
| Computer Vision |
| NLP |
| MLOps |
MobiDev use cases
Short answer: MobiDev is best suited for US/EU companies, dedicated AI practice since 2018.
| Use case |
|---|
| 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). |
| Team wants an AI practice that has operated as a dedicated unit since 2018, not a 2023-era pivot. |
MobiDev pricing
Short answer: MobiDev uses a time & materials, dedicated team pricing approach. Minimum engagement starts at Not published.
| Engagement model | Typical range | Best for |
|---|---|---|
| Dedicated team | Variable; depends on team size | Large programmes or team augmentation |
| Time & materials | Variable; depends on team size | Large programmes or team augmentation |
| Fixed project | From Not published | Well-defined scope |
MobiDev does not publish a public rate card. Contact them directly via their website to get project-specific pricing.
MobiDev pros and cons
| Advantages | Things to consider |
|---|---|
| +Clutch's #1 Machine Learning development company ranking in 2021 is a third-party, verifiable recognition rather than self-reported. | -Employee-count sources conflict meaningfully (150 on Clutch vs. 400+ on company materials) — confirm current AI-team headcount directly before contracting. |
| +Dedicated AI consulting/engineering practice since 2018, not a general software shop retrofitting AI onto its offering. | -US headquarters is primarily a commercial front office; delivery is centered in Poland/Ukraine, which is standard for the model but worth knowing upfront. |
| +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. |
MobiDev vs alternatives
How MobiDev compares to the other top Machine Learning Development companies.
| Company | Best for | Key difference | Rating | Compare |
|---|---|---|---|---|
| Neurons Lab | Enterprises needing senior AI advisory, not a staffing... | Founder-led AI strategy-to-production consultancy with no junior-heavy delivery layer. | 4.9 | Full comparison |
| Provectus | Mid-market and enterprise companies, production-grade MLOps. | AI-first systems integrator built around running production ML/AI infrastructure long-term. | 4.8 | Full comparison |
| Tensorway | Fintech, healthcare, retail — boutique EU-based ML vendor. | AI boutique backed by 20+ years of software delivery experience via parent company. | 4.6 | Full comparison |
| InData Labs | FinTech, healthcare, SaaS — decade-old AI specialist. | Ten-plus years as a pure-play AI/data-science firm with no general software-development sideline. | 4.5 | Full comparison |
| DataRoot Labs | Startups, direct access to senior ML engineers. | Runs its own free ML/data-engineering school (DataRoot University, 6,000+ graduates) as a self-built talent pipeline. | 4.5 | Full comparison |
| XenonStack | Companies building agentic AI, real-time data platforms. | Multi-cloud certified (AWS, Azure, GCP) platform-engineering specialist for real-time and agentic AI. | 4.4 | Full comparison |
| Grid Dynamics | Fortune 1000 enterprises, public-company transparency, large-scale delivery. | Nasdaq-listed enterprise AI engineering firm with public financial reporting and Fortune 1000 client base. | 4.4 | Full comparison |
| Addepto | Companies wanting a Forbes/Deloitte-recognized AI consultancy. | AI consulting boutique with third-party press recognition (Forbes, Deloitte, Financial Times), now part of KMS Technology. | 4.3 | Full comparison |
| LeewayHertz | Enterprises wanting AI consulting, publicly-traded parent (Hackett Group). | AI consultancy now operating as a Hackett Group company, combining startup-era agility with public-company backing. | 4.2 | Full comparison |
| Softermii | Product teams building AI agents, generative AI features. | 4.9/5 Clutch rating (34 reviews) with a specific focus on AI agents and real-time communication platforms. | 4.2 | Full comparison |
| Sigma Software Group | Automotive, aviation, AdTech — large vertical IT consultancy. | Deep, decade-plus domain expertise in AdTech, automotive, and aviation combined with enterprise-scale delivery capacity. | 4.2 | Full comparison |
| Master of Code Global | Enterprise brands, chat/voice AI, two decades' focus. | 20-year specialization in enterprise chat and voice AI, with named enterprise clients like T-Mobile and Burberry. | 4.1 | Full comparison |
| Markovate | Companies wanting AI agents/chatbots, ex-AT&T/IBM leadership. | CEO brings direct enterprise AI leadership experience (AT&T, IBM) rather than a purely technical or agency background. | 4.1 | Full comparison |
| SoluLab | Companies wanting AI development, blockchain/Web3 fluency. | Combines AI-native development with blockchain/Web3 expertise under one delivery team. | 4.1 | Full comparison |
| Zfort Group | Companies wanting a 24+ year firm's dedicated ML... | One of the longest-operating firms in this list (founded 2000) with a 5-star Clutch rating and broad ML sub-specialty coverage. | 4.0 | Full comparison |
| Yalantis | Compliance-sensitive industries, ML across all major clouds. | Compliance-first positioning combined with multi-cloud ML delivery (AWS, Azure, GCP) under one roof. | 4.0 | Full comparison |
| Space-O Technologies | Companies embedding ML into mobile or web apps. | 15 years of mobile/software product delivery experience (since 2010) with ML added as a production-application capability. | 4.0 | Full comparison |
| EPAM Systems | Large enterprises, $100K+ budgets, publicly-traded global partner. | Public-company (NYSE: EPAM) scale and compliance rigor, with 30+ years of engineering history predating the AI wave. | 4.0 | Full comparison |
| SoftServe | Enterprises wanting an established US/Ukraine dual-HQ firm. | 31 years of engineering history (since 1993) with dual US and Ukraine headquarters and 12,000+ employees. | 4.0 | Full comparison |
| DataArt | Regulated-industry enterprises, AI with built-in governance. | Artisyn, a proprietary AI-enabled operating model embedding governance and AI agents across the delivery lifecycle. | 3.9 | Full comparison |
| Cleveroad | Healthcare, logistics, fintech — Estonia-based full-stack firm. | Named to the 2025 Clutch 1000, placing it in the global top 30 highest-rated B2B service providers on the platform. | 3.9 | Full comparison |
| Existek | Mid-market companies, Clutch-recognized offshore AI add-on. | 4.9 Clutch rating with dual Ukraine/Romania Clutch top-developer recognition and a $25,000+ accessible entry point. | 3.9 | Full comparison |
| Konstant Infosolutions | Companies adding AI/ML to mobile or web products. | 175+ Clutch reviews — one of the highest review volumes in this list — from a 23-year mobile/web development track record. | 3.9 | Full comparison |
| Debut Infotech | Companies wanting ML development, blockchain engineering depth. | Blockchain-native since 2015, combining that engineering discipline with newer machine learning and AI automation services. | 3.9 | Full comparison |
| ValueCoders | Budget-conscious companies, 20-year Indian outsourcer, ML/AutoML. | 5.0 Clutch rating combined with a specific AutoML development service line, uncommon among generalist outsourcing firms. | 3.8 | Full comparison |
| OpenXcell | Companies wanting AI strategy plus custom LLM development. | 500–1,000 person scale combined with a specific custom-LLM development offering, not just general AI consulting. | 3.8 | Full comparison |
| Simform | Companies wanting AI/ML bundled with cloud and DevOps. | Ranked #2 worldwide among Clutch's Top B2B Service Providers of 2023 — one of the strongest third-party rankings in this list. | 3.8 | Full comparison |
| ScienceSoft | Enterprises wanting AI/MLOps from a 35-year-old consultancy. | 35+ years of continuous operating history (since 1989), among the longest-established vendors in this list. | 3.8 | Full comparison |
| Belitsoft | Companies integrating AI into SaaS, two decades' depth. | 20+ years of dedicated SaaS product development experience, applied specifically to AI model integration for B2B SaaS. | 3.8 | Full comparison |
| N-iX | Enterprises wanting ML bundled with cloud and analytics. | Seven consecutive years of Clutch top global IT services company recognition, combined with dedicated ML and MLOps consulting content. | 3.8 | Full comparison |
| ELEKS | Enterprises wanting AI/ML from a long-running CEE firm. | 33+ years of operating history (since 1991) with 1,000+ delivered data-driven projects and Global Outsourcing 100 recognition. | 3.7 | Full comparison |
| Intellias | Automotive, mobility, IoT — deep embedded-systems heritage. | Strong automotive/mobility and IoT sector heritage, giving it differentiated depth in embedded and connected-device ML use cases. | 3.7 | Full comparison |
| Andersen | Enterprises wanting AI consulting within a broad engineering... | 3,600+ in-house experts across 20 office locations, giving it exceptional breadth across programming languages and delivery models. | 3.7 | Full comparison |
| Innowise | Companies wanting a dedicated 300-person AI/data hub. | A specifically named 300+ person Data and AI hub within a much larger 3,500+ engineer group, giving both focus and scale. | 3.7 | Full comparison |
| Accenture | Largest global enterprises, AI transformation plus management consulting. | Everest Group's highest-rated Leader in both Data & Analytics and AI/Generative AI PEAK Matrix Assessments (2024), at unmatched global scale. | 3.7 | Full comparison |
MobiDev FAQ
What is 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.
How much does MobiDev charge?
MobiDev uses time & materials, dedicated team pricing. Minimum engagement starts at Not published. A discovery call is required to get project-specific quotes.
What tech stack does MobiDev use?
MobiDev works with TensorFlow, PyTorch, OpenCV, spaCy, AWS, Azure. Primary industries served include Healthcare, Retail & E-commerce, FinTech, Manufacturing.
Is MobiDev right for enterprise?
US/EU companies, dedicated AI practice since 2018. 201–500 team size. Key consideration: Employee-count sources conflict meaningfully (150 on Clutch vs. 400+ on company materials) — confirm current AI-team headcount directly before contracting.
What are the best MobiDev alternatives?
The best alternatives to MobiDev depend on your use case. Top options are:
- Neurons Lab: founder-led ai strategy-to-production consultancy with no junior-heavy delivery layer.
- Provectus: ai-first systems integrator built around running production ml/ai infrastructure long-term.
- Tensorway: ai boutique backed by 20+ years of software delivery experience via parent company.
Compare MobiDev with other Machine Learning Development companies
MobiDev vs Neurons Lab MobiDev vs Provectus MobiDev vs Tensorway MobiDev vs InData Labs MobiDev vs DataRoot Labs MobiDev vs XenonStack MobiDev vs Grid Dynamics MobiDev vs Addepto MobiDev vs LeewayHertz MobiDev vs Softermii MobiDev vs Sigma Software Group MobiDev vs Master of Code Global MobiDev vs Markovate MobiDev vs SoluLab MobiDev vs Zfort Group MobiDev vs Yalantis MobiDev vs Space-O Technologies MobiDev vs EPAM Systems MobiDev vs SoftServe MobiDev vs DataArt MobiDev vs Cleveroad MobiDev vs Existek MobiDev vs Konstant Infosolutions MobiDev vs Debut Infotech MobiDev vs ValueCoders MobiDev vs OpenXcell MobiDev vs Simform MobiDev vs ScienceSoft MobiDev vs Belitsoft MobiDev vs N-iX MobiDev vs ELEKS MobiDev vs Intellias MobiDev vs Andersen MobiDev vs Innowise MobiDev vs Accenture