MobiDev vs Iterate.ai: full comparison for 2026
Last updated: July 2026
Quick verdict
MobiDev (4.3/5) edges ahead of Iterate.ai (4.0/5) 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.. Iterate.ai is the stronger option for data-sensitive enterprises (e.g., regulated industries) that require AI model development and deployment entirely within their own private infrastructure.. The right choice depends on your project size, budget, and required tech stack.
MobiDev vs Iterate.ai: head-to-head summary
| Criterion | MobiDev | Iterate.ai |
|---|---|---|
| Founded | 2009 | 2013 |
| HQ | Norcross, USA (delivery centers: Lodz, Poland and Chernivtsi, Ukraine) | Mountain View, USA |
| Team size | 201–500 | 51–200 |
| Rating | 4.3 / 5 | 4.0 / 5 |
| Best for | Small and mid-sized companies wanting a dedicated ML/data-science consulting arm within a broader software development partner. | Data-sensitive enterprises (e.g., regulated industries) that require AI model development and deployment entirely within their own private infrastructure. |
| Pricing model | Time & Material, Fixed project | Not published; platform licensing plus services |
| Min. engagement | Not published | Not published |
| Primary tech stack | Python, Computer vision frameworks, Cloud ML platforms | Interplay platform (proprietary), Generate platform (proprietary), Private/on-prem infrastructure integration |
| Industries served | Healthcare, Retail, Manufacturing, Media | Retail, Financial services, Regulated/data-sensitive industries |
MobiDev vs Iterate.ai: 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.
Iterate.ai
Iterate.ai was founded in 2013 by Igor Shoifot, Brian Sathianathan, and Jon Nordmark, headquartered in Mountain View, California. The company's Interplay platform provides a drag-and-drop interface with more than 4,000 components and AI model management capabilities, and its Generate platform is designed to run entirely within a client's own infrastructure so that enterprise data never leaves the client environment. Reported employee counts vary from roughly 60 to 100 depending on the source, positioning Iterate.ai as a smaller, platform-plus-services company rather than a large delivery organization.
Services and capabilities: MobiDev vs Iterate.ai
| Capability | MobiDev | Iterate.ai |
|---|---|---|
| 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 Iterate.ai
| Framework / platform | MobiDev | Iterate.ai |
|---|---|---|
| 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 Iterate.ai
| Criterion | MobiDev | Iterate.ai |
|---|---|---|
| Minimum engagement | Not published | Not published |
| Engagement models | Time & Material, Fixed project, Dedicated team | Platform licensing, Dedicated team, Project-based |
| Rate transparency | Not public | Not public |
| Price tier | Mid-market | Mid-market |
Target audience comparison: MobiDev vs Iterate.ai
| Dimension | MobiDev | Iterate.ai |
|---|---|---|
| Best company size | Startup to mid-market | Startup to mid-market |
| Best industries | Healthcare, Retail, Manufacturing | Retail, Financial services, Regulated/data-sensitive industries |
| 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 | Deploying ML models entirely within a regulated enterprise's own private infrastructure, Assembling an AI application quickly using a large library of pre-built components |
| Typical project type | Time & Material | Platform licensing |
MobiDev vs Iterate.ai: 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. |
| Iterate.ai | |
|---|---|
| + | Explicit private-infrastructure deployment model addresses a real data-sovereignty concern for regulated buyers. |
| + | Over 4,000 pre-built components in its Interplay platform can accelerate AI application assembly. |
| + | Reports team composition heavy in advanced computer science and ML degrees (per company website; independently unverifiable). |
| + | More than a decade of continuous operation as an enterprise AI platform company. |
| - | Employee count estimates vary widely across sources (roughly 50–100), suggesting a genuinely small team relative to peers. |
| - | As a platform company first, custom bespoke model development services may be more limited than pure-play consultancies. |
| - | No clearly located aggregate Clutch/G2 star rating in available public sources. |
| - | Pricing model and minimum engagement are not published. |
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 Iterate.ai?
Iterate.ai is the right choice for data-sensitive enterprises (e.g., regulated industries) that require AI model development and deployment entirely within their own private infrastructure..
Purpose-built for on-premise/private-infrastructure AI deployment, so client data and proprietary code never leave the client's own environment.. Minimum engagement starts at Not published. Works best with clients in Retail, Financial services, Regulated/data-sensitive industries.
Decision matrix: MobiDev vs Iterate.ai
| 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 Iterate.ai (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 Iterate.ai
| Use case | MobiDev fit | Iterate.ai fit | Winner |
|---|---|---|---|
| Building a custom ML model for a small or medium-sized business without an internal data science team | Strong | Limited | MobiDev |
| Combining computer vision or ML work with broader mobile/IoT product development | Strong | Limited | MobiDev |
| Deploying ML models entirely within a regulated enterprise's own private infrastructure | Limited | Strong | Iterate.ai |
| Assembling an AI application quickly using a large library of pre-built components | Limited | Strong | Iterate.ai |
| Fixed-price build | Limited | Limited | Both equally |
| MLOps pipeline setup | Limited | Limited | Both equally |
Verdict: MobiDev vs Iterate.ai
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..
Iterate.ai (4.0/5) is the better choice when data-sensitive enterprises (e.g., regulated industries) that require AI model development and deployment entirely within their own private infrastructure.. If your situation matches those criteria, Iterate.ai is a competitive option.
Related comparisons
MobiDev vs Iterate.ai FAQ
Is MobiDev better than Iterate.ai?
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.. Iterate.ai is better for data-sensitive enterprises (e.g., regulated industries) that require AI model development and deployment entirely within their own private infrastructure..
How do MobiDev and Iterate.ai differ in pricing?
MobiDev uses time & material, fixed project pricing with a minimum engagement of Not published. Iterate.ai uses not published; platform licensing plus services 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 Iterate.ai?
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 Iterate.ai?
MobiDev's primary differentiator is: historical clutch #1 ranking for machine learning development (2021) combined with a specifically sme-oriented service model.. Iterate.ai's primary differentiator is: purpose-built for on-premise/private-infrastructure ai deployment, so client data and proprietary code never leave the client's own environment.. 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 Retail, Financial services).
Last reviewed: July 2026. Verify all details directly with each company before making a decision.