Best ML Development Services

SoftServe vs Cleveroad: full comparison for 2026

Last updated: July 2026

Quick verdict

SoftServe (4.0/5) edges ahead of Cleveroad (3.9/5) overall. SoftServe is the better choice for enterprises that want an established, dual-HQ (US/Ukraine) engineering firm with AI as one of several mature practices.. Cleveroad is the stronger option for healthcare, logistics, and fintech companies wanting an Estonia-based full-stack development firm with an AI practice.. The right choice depends on your project size, budget, and required tech stack.

SoftServe vs Cleveroad: head-to-head summary

Criterion SoftServe Cleveroad
Founded 1993 2011
HQ Austin, Texas, United States / Lviv, Ukraine Tallinn, Estonia
Team size 12,000+ 51–200
Rating 4.0 / 5 3.9 / 5
Best for Enterprises that want an established, dual-HQ (US/Ukraine) engineering firm with AI as one of several mature practices. Healthcare, logistics, and fintech companies wanting an Estonia-based full-stack development firm with an AI practice.
Pricing model Time & materials, managed engagement Project-based, dedicated team
Min. engagement Not published Not published
Primary tech stack AWS, Azure, Google Cloud TensorFlow, OpenCV, Python
Industries served Healthcare, FinTech, Retail & E-commerce, Manufacturing, Energy Healthcare, Logistics & Supply Chain, FinTech, Retail & E-commerce

SoftServe vs Cleveroad: overview

SoftServe

SoftServe was founded in 1993 in Lviv, Ukraine and now operates with a US headquarters in Austin, Texas and a European headquarters in Lviv, employing more than 12,000 people across 58 offices in 14 countries (with one source citing roughly 10,336 as of a recent count). The company's offerings span digital engineering, data analytics, cloud services, AI, machine learning, and IoT, and it ranked seventh among more than 130 Western European companies in Clutch's 2019 software development category. Its scale and 30+ year history make it a large, generalist engineering firm with AI as one of several core practices.

Cleveroad

Cleveroad was founded in 2011 and is headquartered in Tallinn, Estonia, with an R&D center there and additional delivery staff across five countries. The company has built more than a decade of experience in healthcare, logistics, fintech, and retail, delivering web and mobile applications alongside AI/ML solutions and dedicated development teams. Cleveroad was named to the 2025 Clutch 1000 — placing it among the top 30 highest-rated B2B service providers globally on the platform — though reported employee counts vary between roughly 50 and 200.

Services and capabilities: SoftServe vs Cleveroad

Capability SoftServe Cleveroad
Custom ML Models
Computer Vision
NLP
MLOps
Generative AI
AI Consulting

Tech stack comparison: SoftServe vs Cleveroad

Framework / platform SoftServe Cleveroad
TensorFlow
PyTorch N/A N/A
AWS
Azure N/A
Google Cloud N/A
LangChain N/A N/A
Hugging Face N/A N/A
Kubernetes N/A

Pricing comparison: SoftServe vs Cleveroad

Criterion SoftServe Cleveroad
Minimum engagement Not published Not published
Engagement models Managed engagement, Time & materials, Staff augmentation Project-based, Dedicated team, Fixed project
Rate transparency Not public Not public
Price tier Mid-market Mid-market

Target audience comparison: SoftServe vs Cleveroad

Dimension SoftServe Cleveroad
Best company size Startup to mid-market Startup to mid-market
Best industries Healthcare, FinTech, Retail & E-commerce Healthcare, Logistics & Supply Chain, FinTech
Best use cases Large enterprise wants a single vendor covering AI/ML alongside cloud, data analytics, and IoT services., Company needs a choice between US and EU contracting jurisdictions from the same firm. Healthcare or logistics company wants an AI feature built by a Clutch 1000-recognized full-stack development firm., Fintech startup needs both application development and ML modeling from a single Estonia-based vendor.
Typical project type Managed engagement Project-based

SoftServe vs Cleveroad: pros and cons

SoftServe
+ 12,000+ employees across 58 offices in 14 countries gives it enterprise-scale delivery capacity and geographic redundancy.
+ 31 years of continuous operation (since 1993) through multiple technology cycles, including the post-2022 relocation pressures on Ukraine-founded firms.
+ Ranked 7th among 130+ Western European companies in Clutch's 2019 software development category, an independently sourced recognition.
+ Dual US/Ukraine headquarters structure gives clients a choice of contracting jurisdiction.
- 12,000+ person scale means AI/ML is one of several mature practices (alongside cloud, data analytics, IoT) rather than the firm's core identity.
- Reported employee counts vary by thousands across sources (10,336 vs. 12,000+), reflecting the difficulty of pinning down exact current headcount at this scale.
Cleveroad
+ 2025 Clutch 1000 placement (top 30 highest-rated global B2B providers) is a strong, independently verified distinction.
+ 13+ years of operating history (since 2011) with consistent focus on healthcare, logistics, and fintech verticals.
+ AI-assisted development services line reflects the firm keeping pace with modern AI-augmented delivery practices, not just AI as a client-facing product line.
- Employee-count sources conflict meaningfully (50 vs. 51–200), so confirm current AI-specific team size before contracting.
- AI/ML is one of several service lines (alongside general web/mobile development) rather than the firm's primary identity.

Who should choose SoftServe?

SoftServe is the right choice for enterprises that want an established, dual-HQ (US/Ukraine) engineering firm with AI as one of several mature practices..

31 years of engineering history (since 1993) with dual US and Ukraine headquarters and 12,000+ employees.. Minimum engagement starts at Not published. Works best with clients in Healthcare, FinTech, Retail & E-commerce, Manufacturing, Energy.

Who should choose Cleveroad?

Cleveroad is the right choice for healthcare, logistics, and fintech companies wanting an Estonia-based full-stack development firm with an AI practice..

Named to the 2025 Clutch 1000, placing it in the global top 30 highest-rated B2B service providers on the platform.. Minimum engagement starts at Not published. Works best with clients in Healthcare, Logistics & Supply Chain, FinTech, Retail & E-commerce.

Decision matrix: SoftServe vs Cleveroad

Your situation Recommended choice
You need full-ownership delivery on a defined project scope Cleveroad
You need a large dedicated team for an ongoing programme Cleveroad
Your budget is at the lower end Compare: SoftServe (Not published) vs Cleveroad (Not published)
You need specialist depth in a specific vertical SoftServe
You need production MLOps support after model launch SoftServe
You need consulting before committing to a build SoftServe

Use case fit: SoftServe vs Cleveroad

Use case SoftServe fit Cleveroad fit Winner
Large enterprise wants a single vendor covering AI/ML alongside cloud, data analytics, and IoT services. Strong Limited SoftServe
Company needs a choice between US and EU contracting jurisdictions from the same firm. Strong Strong Both equally
Healthcare or logistics company wants an AI feature built by a Clutch 1000-recognized full-stack development firm. Limited Strong Cleveroad
Fintech startup needs both application development and ML modeling from a single Estonia-based vendor. Limited Strong Cleveroad
Fixed-scope ML build Limited Limited Both equally
Ongoing model retraining Limited Limited Both equally

Verdict: SoftServe vs Cleveroad

SoftServe (4.0/5) is the stronger overall choice for most Machine Learning Development projects. 31 years of engineering history (since 1993) with dual US and Ukraine headquarters and 12,000+ employees.. It is best for enterprises that want an established, dual-HQ (US/Ukraine) engineering firm with AI as one of several mature practices..

Cleveroad (3.9/5) is the better choice when healthcare, logistics, and fintech companies wanting an Estonia-based full-stack development firm with an AI practice.. If your situation matches those criteria, Cleveroad is a competitive option.

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SoftServe vs Cleveroad FAQ

Is SoftServe better than Cleveroad?

SoftServe (4.0/5) scores higher overall, but "better" depends on your use case. SoftServe is better for enterprises that want an established, dual-HQ (US/Ukraine) engineering firm with AI as one of several mature practices.. Cleveroad is better for healthcare, logistics, and fintech companies wanting an Estonia-based full-stack development firm with an AI practice..

How do SoftServe and Cleveroad differ in pricing?

SoftServe uses time & materials, managed engagement pricing with a minimum engagement of Not published. Cleveroad uses project-based, 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: SoftServe or Cleveroad?

Cleveroad 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 SoftServe and Cleveroad?

SoftServe's primary differentiator is: 31 years of engineering history (since 1993) with dual us and ukraine headquarters and 12,000+ employees.. Cleveroad's primary differentiator is: named to the 2025 clutch 1000, placing it in the global top 30 highest-rated b2b service providers on the platform.. They also differ in team size (12,000+ vs 51–200), minimum engagement (Not published vs Not published), and primary industries served (Healthcare, FinTech vs Healthcare, Logistics & Supply Chain).

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