MobiDev vs Neoteric: full comparison for 2026
Quick verdict
MobiDev (4.4/5) edges ahead of Neoteric (4.2/5) overall. MobiDev is the better choice for retail and fitness products, one AI engineer to start. Neoteric is the stronger option for product teams adding GenAI to an existing app. The right choice depends on your project size, budget, and required tech stack.
MobiDev vs Neoteric: head-to-head summary
| Criterion | MobiDev | Neoteric |
|---|---|---|
| Founded | 2009 | 2005 |
| HQ | Atlanta, USA (R&D in Ukraine and Poland) | Gdańsk, Poland |
| Team size | 201–500 | 50–249 |
| Rating | 4.4 / 5 | 4.2 / 5 |
| Primary differentiator | Long AI product record in retail, hospitality and fitness | Product-minded GenAI engineers with a low published minimum |
| Pricing model | Monthly per engineer; dedicated team; rates on request | Time and materials; team extension; $50–$99/hr (Clutch band) |
| Min. engagement | 1 full-time engineer | $10K |
| Primary tech stack | Python, PyTorch, TensorFlow | Python, OpenAI, LangChain |
| Industries served | Retail and e-commerce, Hospitality, Fitness and wellness, Healthcare | SaaS, Media, Manufacturing, E-commerce |
MobiDev vs Neoteric: overview
MobiDev
MobiDev was founded in 2009 in Kharkiv, Ukraine, opened its first U.S. office in Atlanta in 2011, and now runs R&D centers in Ukraine and Łódź, Poland. Its AI team-augmentation offer starts at a single full-time engineer and quotes up to two weeks to allocate someone (per company website; independently unverifiable). The company says 89% of its engineers are middle or senior level and reports more than 65 AI and ML products built, mainly for retail, hospitality, fitness and health clients. Headcount figures range from 201–500 on aggregators to 400+ on a regional IT directory.
Neoteric
Neoteric was founded in 2005 and is based in Gdańsk, Poland, with 50–249 employees according to Clutch. It positions itself as a technology partner for new digital products and generative-AI adoption, and Clutch reviewers describe it working as an extension of their own staff through shared Slack, Jira and daily stand-ups. Past AI work includes a proof of concept for an AI voice-management tool. Clutch lists hourly rates of $50–$99 and a $10,000 minimum project.
Services and capabilities: MobiDev vs Neoteric
| Capability | MobiDev | Neoteric |
|---|---|---|
| LLM / GenAI engineers | ✗ | ✓ |
| MLOps & deployment | ✗ | ✗ |
| Computer vision | ✓ | ✗ |
| Data engineering | ✗ | ✗ |
| AI agent development | ✓ | ✗ |
| Fractional / part-time experts | ✗ | ✗ |
| Risk-free trial period | ✗ | ✗ |
| Nearshore time-zone overlap | ✗ | ✗ |
Tech stack comparison: MobiDev vs Neoteric
| Framework / platform | MobiDev | Neoteric |
|---|---|---|
| PyTorch | ✓ | N/A |
| TensorFlow | ✓ | N/A |
| LangChain | ✓ | ✓ |
| Hugging Face | N/A | N/A |
| OpenAI | N/A | ✓ |
| AWS SageMaker | N/A | N/A |
| Azure ML | N/A | N/A |
| Databricks | N/A | N/A |
| MLflow | N/A | N/A |
| Kubernetes | N/A | N/A |
Pricing comparison: MobiDev vs Neoteric
| Criterion | MobiDev | Neoteric |
|---|---|---|
| Minimum engagement | 1 full-time engineer | $10K |
| Engagement models | Full-time dedicated engineers, Dedicated team, Managed delivery | Dedicated team, Managed delivery |
| Rate transparency | Minimum disclosed | Minimum disclosed |
| Price tier | Accessible | Accessible |
Target audience comparison: MobiDev vs Neoteric
| Dimension | MobiDev | Neoteric |
|---|---|---|
| Best company size | Startup to mid-market | Startup to mid-market |
| Best industries | Retail and e-commerce, Hospitality, Fitness and wellness | SaaS, Media, Manufacturing |
| Best use cases | Adding a pose-estimation engineer to a fitness app, Placing an AI engineer to build product recommendations for a retailer | Adding a GenAI feature to a SaaS product with a small team extension, Building a voice or chat proof of concept |
| Typical project type | Full-time dedicated engineers | Dedicated team |
MobiDev vs Neoteric: pros and cons
| MobiDev | |
|---|---|
| + | You can start with a single engineer instead of a whole squad |
| + | Senior-weighted bench, with a stated six-year average experience among lead AI engineers |
| + | Strong record in computer vision for fitness and sports products |
| + | U.S. and UK incorporation makes contracting straightforward |
| - | Much of the delivery team is in Ukraine, so some buyers will want to discuss continuity planning |
| - | Industry focus is narrower than the large generalists |
| - | No published rates |
| Neoteric | |
|---|---|
| + | Published rate band and a $10K minimum make budgeting simple |
| + | Product and UX skills sit next to the AI engineering |
| + | Reviewers praise its collaboration habits inside client teams |
| - | Better at GenAI product features than at classical ML or computer vision |
| - | Mid-sized team limits large placements |
| - | Fewer formal staff-augmentation guarantees than dedicated staffing firms |
Who should choose MobiDev?
A typical fit: adding a pose-estimation engineer to a fitness app.
Long AI product record in retail, hospitality and fitness. Minimum engagement starts at 1 full-time engineer. Works best with clients in Retail and e-commerce, Hospitality, Fitness and wellness, Healthcare.
Who should choose Neoteric?
A typical fit: adding a GenAI feature to a SaaS product with a small team extension.
Product-minded GenAI engineers with a low published minimum. Minimum engagement starts at $10K. Works best with clients in SaaS, Media, Manufacturing, E-commerce.
Decision matrix: MobiDev vs Neoteric
| Your situation | Recommended choice |
|---|---|
| You need full-ownership delivery on a defined project scope | Both offer fixed-price models |
| You need a large dedicated team for an ongoing programme | MobiDev |
| Your budget is at the lower end | MobiDev |
| 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 | Both may offer discovery engagements |
Use case fit: MobiDev vs Neoteric
| Use case | MobiDev fit | Neoteric fit | Winner |
|---|---|---|---|
| Adding a pose-estimation engineer to a fitness app | Strong | Strong | Both equally |
| Placing an AI engineer to build product recommendations for a retailer | Strong | Limited | MobiDev |
| Adding a GenAI feature to a SaaS product with a small team extension | Strong | Strong | Both equally |
| Building a voice or chat proof of concept | Limited | Strong | Neoteric |
Verdict: MobiDev vs Neoteric
MobiDev (4.4/5) is the stronger overall choice for most AI Staffing projects. Long AI product record in retail, hospitality and fitness.
Neoteric (4.2/5) is worth a look if you need building a voice or chat proof of concept. If your situation matches that, Neoteric is a competitive option.
Related comparisons
MobiDev vs Neoteric FAQ
Is MobiDev better than Neoteric?
MobiDev (4.4/5) scores higher overall, but "better" depends on your use case. MobiDev's strongest advantage: you can start with a single engineer instead of a whole squad. Neoteric's strongest advantage: published rate band and a $10K minimum make budgeting simple.
How do MobiDev and Neoteric differ in pricing?
MobiDev uses monthly per engineer; dedicated team; rates on request pricing with a minimum engagement of 1 full-time engineer. Neoteric uses time and materials; team extension; $50–$99/hr (clutch band) pricing with a minimum engagement of $10K. Neither firm publishes a full rate card; a discovery call is required for project-specific quotes.
Which is better for enterprise: MobiDev or Neoteric?
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 agency before shortlisting.
What are the main differences between MobiDev and Neoteric?
MobiDev's primary differentiator is: long AI product record in retail, hospitality and fitness. Neoteric's primary differentiator is: product-minded GenAI engineers with a low published minimum. They also differ in team size (201–500 vs 50–249), minimum engagement (1 full-time engineer vs $10K), and primary industries served (Retail and e-commerce, Hospitality vs SaaS, Media).
Verify all details directly with each agency before making a decision.