Best ML Development Services

Cleveroad vs Belitsoft: full comparison for 2026

Last updated: July 2026

Quick verdict

Cleveroad (3.9/5) edges ahead of Belitsoft (3.8/5) overall. Cleveroad is the better choice for healthcare, logistics, and fintech companies wanting an Estonia-based full-stack development firm with an AI practice.. Belitsoft is the stronger option for companies that need AI models integrated into an existing SaaS product by a firm with two decades of SaaS engineering depth.. The right choice depends on your project size, budget, and required tech stack.

Cleveroad vs Belitsoft: head-to-head summary

Criterion Cleveroad Belitsoft
Founded 2011 2004
HQ Tallinn, Estonia Warsaw, Poland
Team size 51–200 400+
Rating 3.9 / 5 3.8 / 5
Best for Healthcare, logistics, and fintech companies wanting an Estonia-based full-stack development firm with an AI practice. Companies that need AI models integrated into an existing SaaS product by a firm with two decades of SaaS engineering depth.
Pricing model Project-based, dedicated team Time & materials, dedicated team
Min. engagement Not published Not published
Primary tech stack TensorFlow, OpenCV, Python Python, .NET, AWS
Industries served Healthcare, Logistics & Supply Chain, FinTech, Retail & E-commerce Healthcare, FinTech, SaaS (cross-industry)

Cleveroad vs Belitsoft: overview

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.

Belitsoft

Belitsoft has operated since 2004 and is headquartered in Warsaw, Poland, with more than 400 software developers, testers, project managers, and DevOps staff distributed between Poland, Latvia, and Georgia. The firm's AI/ML specialists design, train, and fine-tune models, while its software engineers integrate those models into client products; for enterprise and Fortune 500 clients, Belitsoft supplies larger teams including data engineers and MLOps engineers for deployment and monitoring. Its core strength — 20+ years of SaaS development experience — makes it a strong integration partner, though its AI-specific brand recognition is thinner than firms that were AI-native from founding.

Services and capabilities: Cleveroad vs Belitsoft

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

Tech stack comparison: Cleveroad vs Belitsoft

Framework / platform Cleveroad Belitsoft
TensorFlow N/A
PyTorch N/A N/A
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: Cleveroad vs Belitsoft

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

Target audience comparison: Cleveroad vs Belitsoft

Dimension Cleveroad Belitsoft
Best company size Startup to mid-market Startup to mid-market
Best industries Healthcare, Logistics & Supply Chain, FinTech Healthcare, FinTech, SaaS (cross-industry)
Best use cases 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. B2B SaaS company needs an AI model integrated into an existing product by a firm with deep SaaS engineering history., Enterprise or Fortune 500 client needs a scalable team including dedicated MLOps and data engineering roles.
Typical project type Project-based Dedicated team

Cleveroad vs Belitsoft: pros and cons

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.
Belitsoft
+ 20 years of continuous SaaS development history (since 2004) gives it strong AI-into-product integration experience.
+ Previously featured in Clutch's annual Top 30 enterprise software development firms list.
+ Can scale team composition for enterprise/Fortune 500 clients, adding dedicated data engineers and MLOps engineers as needed.
+ 400+ distributed staff across Poland, Latvia, and Georgia provides meaningful delivery capacity.
- Company's core brand identity is SaaS/software development rather than AI specifically — AI/ML is an applied capability layered onto that base.
- Less publicly documented AI-specific case-study detail than firms whose primary marketing focus is AI/ML.

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.

Who should choose Belitsoft?

Belitsoft is the right choice for companies that need AI models integrated into an existing SaaS product by a firm with two decades of SaaS engineering depth..

20+ years of dedicated SaaS product development experience, applied specifically to AI model integration for B2B SaaS.. Minimum engagement starts at Not published. Works best with clients in Healthcare, FinTech, SaaS (cross-industry).

Decision matrix: Cleveroad vs Belitsoft

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: Cleveroad (Not published) vs Belitsoft (Not published)
You need specialist depth in a specific vertical Cleveroad
You need production MLOps support after model launch Belitsoft
You need consulting before committing to a build Belitsoft

Use case fit: Cleveroad vs Belitsoft

Use case Cleveroad fit Belitsoft fit Winner
Healthcare or logistics company wants an AI feature built by a Clutch 1000-recognized full-stack development firm. Strong Limited Cleveroad
Fintech startup needs both application development and ML modeling from a single Estonia-based vendor. Strong Limited Cleveroad
B2B SaaS company needs an AI model integrated into an existing product by a firm with deep SaaS engineering history. Limited Strong Belitsoft
Enterprise or Fortune 500 client needs a scalable team including dedicated MLOps and data engineering roles. Limited Strong Belitsoft
Fixed-scope ML build Limited Limited Both equally
Ongoing model retraining Limited Limited Both equally

Verdict: Cleveroad vs Belitsoft

Cleveroad (3.9/5) is the stronger overall choice for most Machine Learning Development projects. Named to the 2025 Clutch 1000, placing it in the global top 30 highest-rated B2B service providers on the platform.. It is best for healthcare, logistics, and fintech companies wanting an Estonia-based full-stack development firm with an AI practice..

Belitsoft (3.8/5) is the better choice when companies that need AI models integrated into an existing SaaS product by a firm with two decades of SaaS engineering depth.. If your situation matches those criteria, Belitsoft is a competitive option.

Related comparisons

Cleveroad vs Belitsoft FAQ

Is Cleveroad better than Belitsoft?

Cleveroad (3.9/5) scores higher overall, but "better" depends on your use case. Cleveroad is better for healthcare, logistics, and fintech companies wanting an Estonia-based full-stack development firm with an AI practice.. Belitsoft is better for companies that need AI models integrated into an existing SaaS product by a firm with two decades of SaaS engineering depth..

How do Cleveroad and Belitsoft differ in pricing?

Cleveroad uses project-based, dedicated team pricing with a minimum engagement of Not published. Belitsoft 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: Cleveroad or Belitsoft?

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 Cleveroad and Belitsoft?

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.. Belitsoft's primary differentiator is: 20+ years of dedicated saas product development experience, applied specifically to ai model integration for b2b saas.. They also differ in team size (51–200 vs 400+), minimum engagement (Not published vs Not published), and primary industries served (Healthcare, Logistics & Supply Chain vs Healthcare, FinTech).

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