Best ML Development Services

Provectus vs Cleveroad: full comparison for 2026

Last updated: July 2026

Quick verdict

Provectus (4.8/5) edges ahead of Cleveroad (3.9/5) overall. Provectus is the better choice for mid-market and enterprise companies that need production-grade MLOps, not just a proof of concept.. 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.

Provectus vs Cleveroad: head-to-head summary

Criterion Provectus Cleveroad
Founded 2010 2011
HQ Palo Alto, California, United States Tallinn, Estonia
Team size 500–1,000 51–200
Rating 4.8 / 5 3.9 / 5
Best for Mid-market and enterprise companies that need production-grade MLOps, not just a proof of concept. Healthcare, logistics, and fintech companies wanting an Estonia-based full-stack development firm with an AI practice.
Pricing model Time & materials, fixed project Project-based, dedicated team
Min. engagement Not published Not published
Primary tech stack AWS SageMaker, Kubernetes, MLflow TensorFlow, OpenCV, Python
Industries served Retail & E-commerce, Healthcare, Manufacturing, Media & Entertainment, FinTech Healthcare, Logistics & Supply Chain, FinTech, Retail & E-commerce

Provectus vs Cleveroad: overview

Provectus

Provectus was founded in 2010 in Palo Alto, California by Stepan Pushkarev and operates as an AI-first systems integrator, combining cloud engineering, big data engineering, and applied ML/AI. The company has grown to an estimated 500–1,000 employees across nine locations and positions itself around running the AI systems its clients run their business on, rather than one-off model delivery. Clutch lists Provectus at a $50–$99/hr rate band, consistent with a mid-market enterprise consultancy rather than a boutique.

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: Provectus vs Cleveroad

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

Tech stack comparison: Provectus vs Cleveroad

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

Pricing comparison: Provectus vs Cleveroad

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

Target audience comparison: Provectus vs Cleveroad

Dimension Provectus Cleveroad
Best company size Mid-market to enterprise Startup to mid-market
Best industries Retail & E-commerce, Healthcare, Manufacturing Healthcare, Logistics & Supply Chain, FinTech
Best use cases Company has a working ML prototype and needs it hardened into a production MLOps pipeline., Enterprise needs a single vendor for both cloud infrastructure and ML delivery. 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 Dedicated team Project-based

Provectus vs Cleveroad: pros and cons

Provectus
+ 500–1,000 person bench supports enterprise-scale engagements without subcontracting.
+ Combines cloud infrastructure engineering with ML delivery, reducing hand-off friction to a separate DevOps vendor.
+ 15+ years of delivery history since 2010 gives the firm depth in productionizing (not just prototyping) ML systems.
+ Broad industry coverage from retail to healthcare reduces vertical-specific onboarding risk.
- Mid-market hourly rate ($50–$99/hr per Clutch) sits below boutique AI specialists, which can mean less senior researcher involvement per project.
- Company size means engagement structure is closer to a managed vendor relationship than a tight advisory partnership.
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 Provectus?

Provectus is the right choice for mid-market and enterprise companies that need production-grade MLOps, not just a proof of concept..

AI-first systems integrator built around running production ML/AI infrastructure long-term.. Minimum engagement starts at Not published. Works best with clients in Retail & E-commerce, Healthcare, Manufacturing, Media & Entertainment, FinTech.

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: Provectus vs Cleveroad

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

Use case fit: Provectus vs Cleveroad

Use case Provectus fit Cleveroad fit Winner
Company has a working ML prototype and needs it hardened into a production MLOps pipeline. Strong Strong Both equally
Enterprise needs a single vendor for both cloud infrastructure and ML delivery. Strong Limited Provectus
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: Provectus vs Cleveroad

Provectus (4.8/5) is the stronger overall choice for most Machine Learning Development projects. AI-first systems integrator built around running production ML/AI infrastructure long-term.. It is best for mid-market and enterprise companies that need production-grade MLOps, not just a proof of concept..

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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Provectus vs Cleveroad FAQ

Is Provectus better than Cleveroad?

Provectus (4.8/5) scores higher overall, but "better" depends on your use case. Provectus is better for mid-market and enterprise companies that need production-grade MLOps, not just a proof of concept.. Cleveroad is better for healthcare, logistics, and fintech companies wanting an Estonia-based full-stack development firm with an AI practice..

How do Provectus and Cleveroad differ in pricing?

Provectus uses time & materials, fixed project 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: Provectus or Cleveroad?

Provectus 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 Provectus and Cleveroad?

Provectus's primary differentiator is: ai-first systems integrator built around running production ml/ai infrastructure long-term.. 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 (500–1,000 vs 51–200), minimum engagement (Not published vs Not published), and primary industries served (Retail & E-commerce, Healthcare vs Healthcare, Logistics & Supply Chain).

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