MobiDev vs Ciklum: full comparison for 2026
Last updated: July 2026
Quick verdict
MobiDev (4.1/5) edges ahead of Ciklum (3.6/5) overall. MobiDev is the better choice for companies needing ML development integrated with mobile or web product engineering from a US/UK-managed team with European R&D. Ciklum is the stronger option for global enterprises seeking AI features embedded in large-scale digital product programmes with Experience Engineering focus. The right choice depends on your project size, budget, and required tech stack.
MobiDev vs Ciklum: head-to-head summary
| Criterion | MobiDev | Ciklum |
|---|---|---|
| Founded | 2009 | 2002 |
| HQ | Atlanta, GA, USA / Sheffield, UK | London, UK |
| Team size | 400–600 | 4,000+ |
| Rating | 4.1 / 5 | 3.6 / 5 |
| Best for | Companies needing ML development integrated with mobile or web product engineering from a US/UK-managed team with European R&D | Global enterprises seeking AI features embedded in large-scale digital product programmes with Experience Engineering focus |
| Pricing model | Fixed project, dedicated team, T&M | Dedicated team, T&M |
| Min. engagement | $30K | $100K |
| Primary tech stack | Python, PyTorch, TensorFlow | Python, LangChain, OpenAI API |
| Industries served | Healthcare, Fintech, Retail, Logistics, E-commerce | Fintech, Healthcare, E-commerce, SaaS, Logistics |
MobiDev vs Ciklum: overview
MobiDev
MobiDev is a software and machine learning company headquartered in Atlanta, Georgia and Sheffield, UK, with R&D centers in Lodz, Poland and Chernivtsi, Ukraine. The firm employs 400+ engineers and offers full-range machine learning services including deep learning, data science, computer vision, NLP, and GPT model integration. MobiDev's ML practice covers all stages from data collection and model training through integration and post-deployment monitoring. The company serves clients across healthcare, fintech, retail, and logistics with a product-engineering mindset that emphasises buildable, maintainable production systems.
Ciklum
Ciklum is a global Experience Engineering firm headquartered in London, UK, founded in 2002, with 4,000+ employees serving 250+ global enterprise clients. The company acquired GoSolve Group in 2025, adding cloud-native development and high-performance computing capability. Ciklum's AI services include generative AI development, ML integration into digital products, and AI-powered SDLC acceleration. The firm delivers next-generation product engineering and AI-powered customer experiences for large enterprises and digital disruptors.
Services and capabilities: MobiDev vs Ciklum
| Capability | MobiDev | Ciklum |
|---|---|---|
| Custom ML development | ✓ | ✓ |
| Computer vision | ✓ | ✗ |
| NLP & text analytics | ✓ | ✓ |
| MLOps & deployment | ✓ | ✓ |
| Generative AI | ✓ | ✓ |
| ML consulting & strategy | ✗ | ✗ |
| Staff augmentation | ✗ | ✗ |
| Dedicated team model | ✓ | ✓ |
Tech stack comparison: MobiDev vs Ciklum
| Framework / platform | MobiDev | Ciklum |
|---|---|---|
| Python | ✓ | ✓ |
| PyTorch | ✓ | N/A |
| TensorFlow | ✓ | N/A |
| Scikit-learn | N/A | N/A |
| AWS SageMaker | N/A | N/A |
| MLflow | N/A | ✓ |
| Hugging Face | ✓ | N/A |
| LangChain | ✓ | ✓ |
| Docker/Kubernetes | N/A | N/A |
| Databricks | N/A | ✓ |
Pricing comparison: MobiDev vs Ciklum
| Criterion | MobiDev | Ciklum |
|---|---|---|
| Minimum engagement | $30K | $100K |
| Engagement models | Fixed project, Dedicated team, Time & materials | Dedicated team, Time & materials, Consulting retainer |
| Rate transparency | Minimum disclosed | Minimum disclosed |
| Price tier | Accessible | Accessible |
Target audience comparison: MobiDev vs Ciklum
| Dimension | MobiDev | Ciklum |
|---|---|---|
| Best company size | Startup to mid-market | Startup to mid-market |
| Best industries | Healthcare, Fintech, Retail | Fintech, Healthcare, E-commerce |
| Best use cases | ML features integrated into mobile and web product builds for healthcare and fintech, Deep learning models for medical imaging analysis and diagnostics | Generative AI features integrated into large enterprise digital products, ML-powered personalisation for consumer-facing applications at scale |
| Typical project type | Fixed project | Dedicated team |
MobiDev vs Ciklum: pros and cons
| MobiDev | |
|---|---|
| + | US and UK presence with European R&D centres for cost-efficient delivery without quality compromise |
| + | Full-range ML coverage including deep learning, NLP, computer vision, and generative AI |
| + | 400+ engineers provide staffing capacity for scaling concurrent programmes |
| + | Product engineering mindset ensures ML is built into working software, not isolated prototypes |
| + | Strong GPT and LLM integration capability for modern AI-powered product features |
| - | Broad ML coverage may lack specialist depth on highly novel deep learning research problems |
| - | Poland and Ukraine R&D centres require business continuity planning for critical long-term programmes |
| - | Case study library is less publicly extensive than some larger or boutique competitors |
| Ciklum | |
|---|---|
| + | 4,000+ employees serving 250+ enterprises demonstrates delivery scale and breadth |
| + | Generative AI services alongside traditional ML within product engineering |
| + | GoSolve acquisition (2025) adds cloud-native and high-performance computing depth |
| + | London HQ provides EU and UK enterprise relationship management |
| + | Experience Engineering focus connects ML outcomes to user-facing product features |
| - | $100K minimum engagement limits access for smaller and mid-market companies |
| - | AI is part of a broader service offering — not an ML-first or AI-specialist firm |
| - | Less publicly documented in pure ML model research than boutique ML competitors |
Who should choose MobiDev?
MobiDev is the right choice for companies needing ML development integrated with mobile or web product engineering from a US/UK-managed team with European R&D.
US/UK-managed ML engineering firm with 400+ engineers and documented deep learning, NLP, and GPT integration across product development. Minimum engagement starts at $30K. Works best with clients in Healthcare, Fintech, Retail, Logistics, E-commerce.
Who should choose Ciklum?
Ciklum is the right choice for global enterprises seeking AI features embedded in large-scale digital product programmes with Experience Engineering focus.
4,000-person Experience Engineering firm with 250+ enterprise clients and generative AI delivery integrated into large product programmes. Minimum engagement starts at $100K. Works best with clients in Fintech, Healthcare, E-commerce, SaaS, Logistics.
Decision matrix: MobiDev vs Ciklum
| 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 | 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 Ciklum
| Use case | MobiDev fit | Ciklum fit | Winner |
|---|---|---|---|
| ML features integrated into mobile and web product builds for healthcare and fintech | Strong | Strong | Both equally |
| Deep learning models for medical imaging analysis and diagnostics | Strong | Limited | MobiDev |
| Generative AI features integrated into large enterprise digital products | Limited | Strong | Ciklum |
| ML-powered personalisation for consumer-facing applications at scale | Limited | Strong | Ciklum |
| Fixed-price build | Limited | Limited | Both equally |
| Staff augmentation | Limited | Limited | Both equally |
Verdict: MobiDev vs Ciklum
MobiDev (4.1/5) is the stronger overall choice for most Machine Learning Development projects. US/UK-managed ML engineering firm with 400+ engineers and documented deep learning, NLP, and GPT integration across product development. It is best for companies needing ML development integrated with mobile or web product engineering from a US/UK-managed team with European R&D.
Ciklum (3.6/5) is the better choice when global enterprises seeking AI features embedded in large-scale digital product programmes with Experience Engineering focus. If your situation matches those criteria, Ciklum is a competitive option.
Related comparisons
MobiDev vs Ciklum FAQ
Is MobiDev better than Ciklum?
MobiDev (4.1/5) scores higher overall, but "better" depends on your use case. MobiDev is better for companies needing ML development integrated with mobile or web product engineering from a US/UK-managed team with European R&D. Ciklum is better for global enterprises seeking AI features embedded in large-scale digital product programmes with Experience Engineering focus.
How do MobiDev and Ciklum differ in pricing?
MobiDev uses fixed project, dedicated team, t&m pricing with a minimum engagement of $30K. Ciklum uses dedicated team, t&m pricing with a minimum engagement of $100K. Neither firm publishes a full rate card; a discovery call is required for project-specific quotes.
Which is better for enterprise: MobiDev or Ciklum?
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 Ciklum?
MobiDev's primary differentiator is: us/uk-managed ml engineering firm with 400+ engineers and documented deep learning, nlp, and gpt integration across product development. Ciklum's primary differentiator is: 4,000-person experience engineering firm with 250+ enterprise clients and generative ai delivery integrated into large product programmes. They also differ in team size (400–600 vs 4,000+), minimum engagement ($30K vs $100K), and primary industries served (Healthcare, Fintech vs Fintech, Healthcare).
Last reviewed: July 2026. Verify all details directly with each company before making a decision.