Best ML Development Services

Tensorway vs MobiDev: full comparison for 2026

Last updated: July 2026

Quick verdict

Tensorway (4.6/5) edges ahead of MobiDev (4.3/5) overall. Tensorway is the better choice for fintech, healthcare, and retail companies that want a boutique EU-based ML vendor with an established software-delivery parent.. MobiDev is the stronger option for uS and EU companies that want an ML vendor with a dedicated 2018-founded AI practice inside a larger, established engineering firm.. The right choice depends on your project size, budget, and required tech stack.

Tensorway vs MobiDev: head-to-head summary

Criterion Tensorway MobiDev
Founded 2019 2009
HQ Alicante, Spain Atlanta, Georgia, United States
Team size 50–249 201–500
Rating 4.6 / 5 4.3 / 5
Best for Fintech, healthcare, and retail companies that want a boutique EU-based ML vendor with an established software-delivery parent. US and EU companies that want an ML vendor with a dedicated 2018-founded AI practice inside a larger, established engineering firm.
Pricing model Project-based, time & materials Time & materials, dedicated team
Min. engagement $10,000+ Not published
Primary tech stack TensorFlow, PyTorch, OpenCV TensorFlow, PyTorch, OpenCV
Industries served FinTech, Healthcare, Retail & E-commerce, EdTech Healthcare, Retail & E-commerce, FinTech, Manufacturing

Tensorway vs MobiDev: overview

Tensorway

Tensorway was founded in 2019 as an AI-focused unit of Anadea, a 20+ year software development company, and had its public launch in 2023. Based in Alicante, Spain with a team in the 50–249 band (per Clutch), the firm delivers machine learning, deep learning, computer vision, and NLP projects for fintech, healthcare, retail, and edtech clients, with post-deployment model retraining and 24/7 support included in its engagement model. Because Tensorway operates as a spin-out rather than a fully independent company, prospective clients should confirm current ownership and delivery-team overlap with Anadea before signing.

MobiDev

MobiDev was founded in 2009 and is headquartered in Atlanta, Georgia, with R&D centers in Lodz, Poland and Chernivtsi, Ukraine staffing roughly 400 engineers. The company extended into dedicated AI consulting and engineering in 2018 and was recognized by Clutch as the #1 Machine Learning development company in 2021. Employee-count sources vary — Clutch cites around 150, while company materials cite 400+ — so prospective clients should confirm current team size for their specific engagement.

Services and capabilities: Tensorway vs MobiDev

Capability Tensorway MobiDev
Custom ML Models
Computer Vision
NLP
MLOps
Generative AI
AI Consulting

Tech stack comparison: Tensorway vs MobiDev

Framework / platform Tensorway MobiDev
TensorFlow
PyTorch
AWS
Azure N/A
Google Cloud N/A N/A
LangChain N/A N/A
Hugging Face N/A N/A
Kubernetes N/A N/A

Pricing comparison: Tensorway vs MobiDev

Criterion Tensorway MobiDev
Minimum engagement $10,000+ Not published
Engagement models Project-based, Time & materials Dedicated team, Time & materials, Fixed project
Rate transparency Minimum disclosed Not public
Price tier Accessible Mid-market

Target audience comparison: Tensorway vs MobiDev

Dimension Tensorway MobiDev
Best company size Startup to mid-market Startup to mid-market
Best industries FinTech, Healthcare, Retail & E-commerce Healthcare, Retail & E-commerce, FinTech
Best use cases Fintech or healthcare startup needs a computer vision or NLP model built with ongoing retraining support., Retail company wants a boutique EU vendor instead of a large outsourcing firm for a scoped ML project. Healthcare or retail company wants a Clutch-recognized top ML vendor for a computer vision or NLP project., Company needs geographic delivery redundancy across two R&D centers (Poland, Ukraine).
Typical project type Project-based Dedicated team

Tensorway vs MobiDev: pros and cons

Tensorway
+ Backed by Anadea's 20+ years of software delivery experience, reducing the operational-risk profile typical of a 2019-founded firm.
+ Post-deployment model retraining and 24/7 support are included rather than sold as a separate line item.
+ $10,000+ minimum project size is accessible for mid-sized fintech and healthcare teams, not just large enterprises.
+ Focused service scope (ML, DL, computer vision, NLP) avoids the generalist sprawl of larger IT outsourcers.
- As a unit spun out of Anadea in 2019 with a 2023 public launch, its independent track record is shorter than its 20-year parent-company narrative implies.
- 50–249 employee band (per Clutch) is wide, making it hard to confirm how many staff are dedicated specifically to ML work.
- Smaller public case-study footprint than larger regional peers like SoftServe or N-iX.
MobiDev
+ Clutch's #1 Machine Learning development company ranking in 2021 is a third-party, verifiable recognition rather than self-reported.
+ Dedicated AI consulting/engineering practice since 2018, not a general software shop retrofitting AI onto its offering.
+ Dual R&D centers in Poland and Ukraine provide geographic delivery redundancy.
+ 15+ years of company history (since 2009) predates the current AI hiring boom, indicating organic rather than opportunistic AI growth.
- Employee-count sources conflict meaningfully (150 on Clutch vs. 400+ on company materials) — confirm current AI-team headcount directly before contracting.
- US headquarters is primarily a commercial front office; delivery is centered in Poland/Ukraine, which is standard for the model but worth knowing upfront.

Who should choose Tensorway?

Tensorway is the right choice for fintech, healthcare, and retail companies that want a boutique EU-based ML vendor with an established software-delivery parent..

AI boutique backed by 20+ years of software delivery experience via parent company Anadea.. Minimum engagement starts at $10,000+. Works best with clients in FinTech, Healthcare, Retail & E-commerce, EdTech.

Who should choose MobiDev?

MobiDev is the right choice for uS and EU companies that want an ML vendor with a dedicated 2018-founded AI practice inside a larger, established engineering firm..

Clutch's #1-ranked Machine Learning development company (2021), with a dedicated AI practice since 2018.. Minimum engagement starts at Not published. Works best with clients in Healthcare, Retail & E-commerce, FinTech, Manufacturing.

Decision matrix: Tensorway vs MobiDev

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: Tensorway ($10,000+) vs MobiDev (Not published)
You need specialist depth in a specific vertical Tensorway
You need production MLOps support after model launch MobiDev
You need consulting before committing to a build Both may offer discovery engagements

Use case fit: Tensorway vs MobiDev

Use case Tensorway fit MobiDev fit Winner
Fintech or healthcare startup needs a computer vision or NLP model built with ongoing retraining support. Strong Limited Tensorway
Retail company wants a boutique EU vendor instead of a large outsourcing firm for a scoped ML project. Strong Strong Both equally
Healthcare or retail company wants a Clutch-recognized top ML vendor for a computer vision or NLP project. Strong Strong Both equally
Company needs geographic delivery redundancy across two R&D centers (Poland, Ukraine). Strong Strong Both equally
Fixed-scope ML build Limited Limited Both equally
Ongoing model retraining Strong Limited Tensorway

Verdict: Tensorway vs MobiDev

Tensorway (4.6/5) is the stronger overall choice for most Machine Learning Development projects. AI boutique backed by 20+ years of software delivery experience via parent company Anadea.. It is best for fintech, healthcare, and retail companies that want a boutique EU-based ML vendor with an established software-delivery parent..

MobiDev (4.3/5) is the better choice when uS and EU companies that want an ML vendor with a dedicated 2018-founded AI practice inside a larger, established engineering firm.. If your situation matches those criteria, MobiDev is a competitive option.

Related comparisons

Tensorway vs MobiDev FAQ

Is Tensorway better than MobiDev?

Tensorway (4.6/5) scores higher overall, but "better" depends on your use case. Tensorway is better for fintech, healthcare, and retail companies that want a boutique EU-based ML vendor with an established software-delivery parent.. MobiDev is better for uS and EU companies that want an ML vendor with a dedicated 2018-founded AI practice inside a larger, established engineering firm..

How do Tensorway and MobiDev differ in pricing?

Tensorway uses project-based, time & materials pricing with a minimum engagement of $10,000+. MobiDev uses time & materials, 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: Tensorway or MobiDev?

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 Tensorway and MobiDev?

Tensorway's primary differentiator is: ai boutique backed by 20+ years of software delivery experience via parent company anadea.. MobiDev's primary differentiator is: clutch's #1-ranked machine learning development company (2021), with a dedicated ai practice since 2018.. They also differ in team size (50–249 vs 201–500), minimum engagement ($10,000+ vs Not published), and primary industries served (FinTech, Healthcare vs Healthcare, Retail & E-commerce).

Last reviewed: July 2026. Verify all details directly with each company before making a decision.