MobiDev vs Intellectsoft: full comparison for 2026
Last updated: July 2026
Quick verdict
MobiDev (4.3/5) edges ahead of Intellectsoft (4.1/5) overall. MobiDev is the better choice for small and mid-sized companies wanting a dedicated ML/data-science consulting arm within a broader software development partner.. Intellectsoft is the stronger option for companies wanting an enterprise-name client roster and a dedicated AI Lab structure for custom model development within a smaller boutique team.. The right choice depends on your project size, budget, and required tech stack.
MobiDev vs Intellectsoft: head-to-head summary
| Criterion | MobiDev | Intellectsoft |
|---|---|---|
| Founded | 2009 | 2007 |
| HQ | Norcross, USA (delivery centers: Lodz, Poland and Chernivtsi, Ukraine) | New York, USA |
| Team size | 201–500 | 51–200 |
| Rating | 4.3 / 5 | 4.1 / 5 |
| Best for | Small and mid-sized companies wanting a dedicated ML/data-science consulting arm within a broader software development partner. | Companies wanting an enterprise-name client roster and a dedicated AI Lab structure for custom model development within a smaller boutique team. |
| Pricing model | Time & Material, Fixed project | Not published; project and dedicated team |
| Min. engagement | Not published | Not published |
| Primary tech stack | Python, Computer vision frameworks, Cloud ML platforms | Python, ML infrastructure/orchestration tooling, Cloud platforms (AWS/Azure/GCP) |
| Industries served | Healthcare, Retail, Manufacturing, Media | Financial services, Automotive, Media and entertainment, Manufacturing |
MobiDev vs Intellectsoft: overview
MobiDev
MobiDev is a software development and consulting company founded in 2009, with business units in Norcross, Georgia (US) and Sheffield (UK), and R&D delivery centers in Lodz, Poland and Chernivtsi, Ukraine staffed by more than 400 engineers. Its consulting services span data science, machine learning, augmented reality, IoT, and DevOps, aimed at small and medium-sized companies rather than large enterprises. The company reports a 100 percent project success rate on Upwork and was named the #1 machine learning development company by Clutch in 2021.
Intellectsoft
Intellectsoft is a custom software and AI engineering company founded in 2007, headquartered in New York with additional offices across the US, UK, Norway, Ukraine, and Latin America. The company reports more than 150 engineers, architects, and consultants across ten global offices, and operates a dedicated AI Lab offering full-cycle custom AI model development including data science research, training, validation, and testing, along with infrastructure management for ML workloads. Publicly named clients include EY, Harley-Davidson, Jaguar Motors, Universal Pictures, the London Stock Exchange, Qualcomm, and Bombardier.
Services and capabilities: MobiDev vs Intellectsoft
| Capability | MobiDev | Intellectsoft |
|---|---|---|
| Custom model training | ✓ | ✓ |
| Fine-tuning & adaptation | ✗ | ✗ |
| MLOps pipeline | ✗ | ✗ |
| Model deployment & serving | ✗ | ✗ |
| Data engineering for ML | ✓ | ✓ |
| ML infrastructure management | ✗ | ✓ |
| Computer vision | ✓ | ✗ |
| NLP & LLM development | ✗ | ✗ |
| Forecasting & time-series modeling | ✗ | ✗ |
| ML strategy consulting | ✓ | ✗ |
Tech stack comparison: MobiDev vs Intellectsoft
| Framework / platform | MobiDev | Intellectsoft |
|---|---|---|
| PyTorch | N/A | N/A |
| TensorFlow | N/A | N/A |
| MLflow | N/A | N/A |
| AWS SageMaker | N/A | N/A |
| Amazon Bedrock | N/A | N/A |
| Google Cloud | N/A | N/A |
| Microsoft Azure | N/A | N/A |
| Kubernetes | ✓ | N/A |
| Snowflake | N/A | N/A |
| NVIDIA | N/A | N/A |
Pricing comparison: MobiDev vs Intellectsoft
| Criterion | MobiDev | Intellectsoft |
|---|---|---|
| Minimum engagement | Not published | Not published |
| Engagement models | Time & Material, Fixed project, Dedicated team | Fixed project, Dedicated team |
| Rate transparency | Not public | Not public |
| Price tier | Mid-market | Mid-market |
Target audience comparison: MobiDev vs Intellectsoft
| Dimension | MobiDev | Intellectsoft |
|---|---|---|
| Best company size | Startup to mid-market | Startup to mid-market |
| Best industries | Healthcare, Retail, Manufacturing | Financial services, Automotive, Media and entertainment |
| Best use cases | Building a custom ML model for a small or medium-sized business without an internal data science team, Combining computer vision or ML work with broader mobile/IoT product development | Building a custom ML model end-to-end, from data science research through validation and deployment, Managing infrastructure for existing ML workloads at an enterprise client |
| Typical project type | Time & Material | Fixed project |
MobiDev vs Intellectsoft: pros and cons
| MobiDev | |
|---|---|
| + | Historical Clutch #1 ranking in machine learning development (2021). |
| + | 16 Clutch reviews with consistently positive delivery feedback. |
| + | Explicit focus on small/medium-sized clients, a niche underserved by larger enterprise-first firms. |
| + | Multi-country delivery footprint (Poland, Ukraine) with 400+ engineers provides meaningful bench depth. |
| - | Team-size figures vary by source (roughly 200–500), indicating some reporting inconsistency. |
| - | SME focus may mean less experience with very large, complex enterprise-scale ML platforms. |
| - | Machine learning is one of several practice areas (alongside AR, IoT) rather than the sole focus. |
| - | Minimum engagement size is not published, requiring a scoping conversation. |
| Intellectsoft | |
|---|---|
| + | Named, verifiable enterprise clients including EY, Harley-Davidson, and the London Stock Exchange. |
| + | Dedicated AI Lab structure separates ML delivery from general software development. |
| + | Nearly two decades of continuous operation across multiple international offices. |
| + | 44 Clutch reviews with recognition as a top Ukraine-based software developer for 2024. |
| - | Team size (150+ engineers/architects/consultants) is relatively modest for the scale of enterprise clients named. |
| - | Pricing model and minimum engagement size are not published. |
| - | Specific ML/AI project outcomes for named clients are not always detailed publicly beyond the client list. |
| - | As a broader custom software company, AI/ML competes for delivery focus with other practice areas. |
Who should choose MobiDev?
MobiDev is the right choice for small and mid-sized companies wanting a dedicated ML/data-science consulting arm within a broader software development partner..
Historical Clutch #1 ranking for machine learning development (2021) combined with a specifically SME-oriented service model.. Minimum engagement starts at Not published. Works best with clients in Healthcare, Retail, Manufacturing, Media.
Who should choose Intellectsoft?
Intellectsoft is the right choice for companies wanting an enterprise-name client roster and a dedicated AI Lab structure for custom model development within a smaller boutique team..
Unusually strong roster of large, publicly named enterprise clients (EY, Qualcomm, London Stock Exchange) for a company of its relatively modest team size.. Minimum engagement starts at Not published. Works best with clients in Financial services, Automotive, Media and entertainment, Manufacturing.
Decision matrix: MobiDev vs Intellectsoft
| 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 Intellectsoft (Not published) |
| You need specialist depth in a specific vertical | MobiDev |
| You need staff augmentation or team extension | Neither; consider alternatives that offer staff aug |
| You need consulting before committing to a build | MobiDev |
Use case fit: MobiDev vs Intellectsoft
| Use case | MobiDev fit | Intellectsoft fit | Winner |
|---|---|---|---|
| Building a custom ML model for a small or medium-sized business without an internal data science team | Strong | Strong | Both equally |
| Combining computer vision or ML work with broader mobile/IoT product development | Strong | Limited | MobiDev |
| Building a custom ML model end-to-end, from data science research through validation and deployment | Strong | Strong | Both equally |
| Managing infrastructure for existing ML workloads at an enterprise client | Limited | Strong | Intellectsoft |
| Fixed-price build | Limited | Limited | Both equally |
| MLOps pipeline setup | Limited | Limited | Both equally |
Verdict: MobiDev vs Intellectsoft
MobiDev (4.3/5) is the stronger overall choice for most ML Model Development projects. Historical Clutch #1 ranking for machine learning development (2021) combined with a specifically SME-oriented service model.. It is best for small and mid-sized companies wanting a dedicated ML/data-science consulting arm within a broader software development partner..
Intellectsoft (4.1/5) is the better choice when companies wanting an enterprise-name client roster and a dedicated AI Lab structure for custom model development within a smaller boutique team.. If your situation matches those criteria, Intellectsoft is a competitive option.
Related comparisons
MobiDev vs Intellectsoft FAQ
Is MobiDev better than Intellectsoft?
MobiDev (4.3/5) scores higher overall, but "better" depends on your use case. MobiDev is better for small and mid-sized companies wanting a dedicated ML/data-science consulting arm within a broader software development partner.. Intellectsoft is better for companies wanting an enterprise-name client roster and a dedicated AI Lab structure for custom model development within a smaller boutique team..
How do MobiDev and Intellectsoft differ in pricing?
MobiDev uses time & material, fixed project pricing with a minimum engagement of Not published. Intellectsoft uses not published; project and 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 Intellectsoft?
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 Intellectsoft?
MobiDev's primary differentiator is: historical clutch #1 ranking for machine learning development (2021) combined with a specifically sme-oriented service model.. Intellectsoft's primary differentiator is: unusually strong roster of large, publicly named enterprise clients (ey, qualcomm, london stock exchange) for a company of its relatively modest team size.. They also differ in team size (201–500 vs 51–200), minimum engagement (Not published vs Not published), and primary industries served (Healthcare, Retail vs Financial services, Automotive).
Last reviewed: July 2026. Verify all details directly with each company before making a decision.