Best ML Development Services

Softermii vs Cleveroad: full comparison for 2026

Quick verdict

Softermii (4.2/5) edges ahead of Cleveroad (3.9/5) overall. Softermii is the better choice for product teams building AI agents, generative AI features. Cleveroad is the stronger option for Healthcare, logistics, fintech — Estonia-based full-stack firm. The right choice depends on your project size, budget, and required tech stack.

Softermii vs Cleveroad: head-to-head summary

Criterion Softermii Cleveroad
Founded 2014 2011
HQ Los Angeles, California, United States Tallinn, Estonia
Team size 120+ 51–200
Rating 4.2 / 5 3.9 / 5
Primary differentiator 4.9/5 Clutch rating (34 reviews) with a specific focus on AI agents and real-time communication platforms Named to the 2025 Clutch 1000, placing it in the global top 30 highest-rated B2B service providers on the platform
Pricing model Project-based, dedicated team Project-based, dedicated team
Min. engagement Not published Not published
Primary tech stack LangChain, OpenAI API, Python TensorFlow, OpenCV, Python
Industries served Media & Entertainment, Healthcare, FinTech Healthcare, Logistics & Supply Chain, FinTech, Retail & E-commerce

Softermii vs Cleveroad: overview

Softermii

Softermii was founded in 2014 and is headquartered in Los Angeles, with additional offices in Las Vegas and Tallinn, Estonia, and an R&D center in Kyiv, Ukraine. Led by CEO and co-founder Slava Vaniukov, the company specializes in AI agents, generative AI, and real-time communication platforms, holding a 4.9/5 rating across 34 reviews on Clutch and a Top 20 B2B company ranking in Ukraine. At roughly 120 engineers, it is a mid-small firm best suited to focused product-development engagements rather than large enterprise programs.

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: Softermii vs Cleveroad

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

Tech stack comparison: Softermii vs Cleveroad

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

Pricing comparison: Softermii vs Cleveroad

Criterion Softermii Cleveroad
Minimum engagement Not published Not published
Engagement models Project-based, Dedicated team Project-based, Dedicated team, Fixed project
Rate transparency Not public Not public
Price tier Mid-market Mid-market

Target audience comparison: Softermii vs Cleveroad

Dimension Softermii Cleveroad
Best company size Startup to mid-market Startup to mid-market
Best industries Media & Entertainment, Healthcare, FinTech Healthcare, Logistics & Supply Chain, FinTech
Best use cases Product company needs an AI agent or chatbot feature built into an existing platform., Team wants a vendor with a verified 4.9/5 Clutch rating for a scoped generative AI project. 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 Project-based Project-based

Softermii vs Cleveroad: pros and cons

Softermii
+ 4.9/5 rating across 34 verified Clutch reviews is among the highest client-satisfaction scores in this list.
+ Ranked Top 20 B2B company in Ukraine by Clutch, a third-party recognition beyond self-reported claims.
+ Specific product focus on AI agents and real-time communication rather than generalist AI consulting.
+ 10+ years of company history (since 2014) under consistent founder-CEO leadership.
- 120-person team is a meaningful constraint for enterprises needing multiple concurrent large workstreams.
- Narrower service focus (AI agents, real-time comms) may require a separate vendor for broader data engineering or MLOps needs.
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 Softermii?

A typical fit: product company needs an AI agent or chatbot feature built into an existing platform.

4.9/5 Clutch rating (34 reviews) with a specific focus on AI agents and real-time communication platforms. Minimum engagement starts at Not published. Works best with clients in Media & Entertainment, Healthcare, FinTech.

Who should choose Cleveroad?

A typical fit: healthcare or logistics company wants an AI feature built by a Clutch 1000-recognized full-stack development firm.

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: Softermii 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 Softermii
Your budget is at the lower end Compare: Softermii (Not published) vs Cleveroad (Not published)
You need specialist depth in a specific vertical Cleveroad
You need production MLOps support after model launch Both offer MLOps support
You need consulting before committing to a build Both may offer discovery engagements

Use case fit: Softermii vs Cleveroad

Use case Softermii fit Cleveroad fit Winner
Product company needs an AI agent or chatbot feature built into an existing platform. Strong Limited Softermii
Team wants a vendor with a verified 4.9/5 Clutch rating for a scoped generative AI project. 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: Softermii vs Cleveroad

Softermii (4.2/5) is the stronger overall choice for most Machine Learning Development projects. 4.9/5 Clutch rating (34 reviews) with a specific focus on AI agents and real-time communication platforms.

Cleveroad (3.9/5) is worth a look if you need fintech startup needs both application development and ML modeling from a single Estonia-based vendor. If your situation matches that, Cleveroad is a competitive option.

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Softermii vs Cleveroad FAQ

Is Softermii better than Cleveroad?

Softermii (4.2/5) scores higher overall, but "better" depends on your use case. Softermii's strongest advantage: 4.9/5 rating across 34 verified Clutch reviews is among the highest client-satisfaction scores in this list. Cleveroad's strongest advantage: 2025 Clutch 1000 placement (top 30 highest-rated global B2B providers) is a strong, independently verified distinction.

How do Softermii and Cleveroad differ in pricing?

Softermii uses project-based, dedicated team 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: Softermii 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 Softermii and Cleveroad?

Softermii's primary differentiator is: 4.9/5 Clutch rating (34 reviews) with a specific focus on AI agents and real-time communication platforms. 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 (120+ vs 51–200), minimum engagement (Not published vs Not published), and primary industries served (Media & Entertainment, Healthcare vs Healthcare, Logistics & Supply Chain).