MobiDev vs X-Team: full comparison for 2026
Quick verdict
MobiDev (4.4/5) edges ahead of X-Team (4.0/5) overall. MobiDev is the better choice for retail and fitness products, one AI engineer to start. X-Team is the stronger option for media and gaming teams adding long-term remote developers. The right choice depends on your project size, budget, and required tech stack.
MobiDev vs X-Team: head-to-head summary
| Criterion | MobiDev | X-Team |
|---|---|---|
| Founded | 2009 | 2006 |
| HQ | Atlanta, USA (R&D in Ukraine and Poland) | Remote (no central office) |
| Team size | 201–500 | 5,000+ developer network |
| Rating | 4.4 / 5 | 4.0 / 5 |
| Primary differentiator | Long AI product record in retail, hospitality and fitness | Developer-community model aimed at long placements |
| Pricing model | Monthly per engineer; dedicated team; rates on request | Monthly per developer; squads; rates on request |
| Min. engagement | 1 full-time engineer | Not disclosed |
| Primary tech stack | Python, PyTorch, TensorFlow | Python, TensorFlow, PyTorch |
| Industries served | Retail and e-commerce, Hospitality, Fitness and wellness, Healthcare | Media, Gaming, Education, Fintech |
MobiDev vs X-Team: 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.
X-Team
X-Team says it was founded in 2006 and operates as a fully remote company without a central office; one directory lists a 2020 date for its current Australian parent entity. It embeds long-term engineers and squads in client teams and lists clients such as Fox, Riot Games and Kaplan. Its AI developers cover Python, TensorFlow, PyTorch and LLM work, drawn from a pool it puts at more than 5,000 senior developers with retention of about 96–97% (per company website; independently unverifiable).
Services and capabilities: MobiDev vs X-Team
| Capability | MobiDev | X-Team |
|---|---|---|
| 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 X-Team
| Framework / platform | MobiDev | X-Team |
|---|---|---|
| PyTorch | ✓ | ✓ |
| TensorFlow | ✓ | ✓ |
| LangChain | ✓ | N/A |
| 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 X-Team
| Criterion | MobiDev | X-Team |
|---|---|---|
| Minimum engagement | 1 full-time engineer | Not disclosed |
| Engagement models | Full-time dedicated engineers, Dedicated team, Managed delivery | Full-time dedicated engineers, Dedicated team |
| Rate transparency | Minimum disclosed | Not public |
| Price tier | Accessible | Mid-market |
Target audience comparison: MobiDev vs X-Team
| Dimension | MobiDev | X-Team |
|---|---|---|
| Best company size | Startup to mid-market | Startup to mid-market |
| Best industries | Retail and e-commerce, Hospitality, Fitness and wellness | Media, Gaming, Education |
| 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 Python ML developer to a media company's product team, Long-term squad for a gaming platform with recommendation features |
| Typical project type | Full-time dedicated engineers | Full-time dedicated engineers |
MobiDev vs X-Team: 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 |
| X-Team | |
|---|---|
| + | Built for long engagements, with high reported retention |
| + | Named media and gaming clients |
| + | Can supply whole squads |
| - | General software focus; AI depth varies |
| - | Founding and entity details are inconsistent across sources |
| - | No published rates |
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 X-Team?
A typical fit: adding a Python ML developer to a media company's product team.
Developer-community model aimed at long placements. Minimum engagement is not publicly disclosed. Works best with clients in Media, Gaming, Education, Fintech.
Decision matrix: MobiDev vs X-Team
| 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 | Compare: MobiDev (1 full-time engineer) vs X-Team (Not disclosed) |
| 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 X-Team
| Use case | MobiDev fit | X-Team 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 Python ML developer to a media company's product team | Strong | Strong | Both equally |
| Long-term squad for a gaming platform with recommendation features | Limited | Strong | X-Team |
Verdict: MobiDev vs X-Team
MobiDev (4.4/5) is the stronger overall choice for most AI Staffing projects. Long AI product record in retail, hospitality and fitness.
X-Team (4.0/5) is worth a look if you need long-term squad for a gaming platform with recommendation features. If your situation matches that, X-Team is a competitive option.
Related comparisons
MobiDev vs X-Team FAQ
Is MobiDev better than X-Team?
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. X-Team's strongest advantage: built for long engagements, with high reported retention.
How do MobiDev and X-Team differ in pricing?
MobiDev uses monthly per engineer; dedicated team; rates on request pricing with a minimum engagement of 1 full-time engineer. X-Team uses monthly per developer; squads; rates on request pricing. Neither firm publishes a full rate card; a discovery call is required for project-specific quotes.
Which is better for enterprise: MobiDev or X-Team?
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 X-Team?
MobiDev's primary differentiator is: long AI product record in retail, hospitality and fitness. X-Team's primary differentiator is: developer-community model aimed at long placements. They also differ in team size (201–500 vs 5,000+ developer network), minimum engagement (1 full-time engineer vs Not disclosed), and primary industries served (Retail and e-commerce, Hospitality vs Media, Gaming).
Verify all details directly with each agency before making a decision.