Best ML Development Services

Addepto vs Cleveroad: full comparison for 2026

Last updated: July 2026

Quick verdict

Addepto (4.3/5) edges ahead of Cleveroad (3.9/5) overall. Addepto is the better choice for companies seeking a Forbes/Deloitte-recognized AI consultancy, provided they factor in post-acquisition integration risk.. 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.

Addepto vs Cleveroad: head-to-head summary

Criterion Addepto Cleveroad
Founded 2018 2011
HQ Warsaw, Poland Tallinn, Estonia
Team size 50–100 51–200
Rating 4.3 / 5 3.9 / 5
Best for Companies seeking a Forbes/Deloitte-recognized AI consultancy, provided they factor in post-acquisition integration risk. Healthcare, logistics, and fintech companies wanting an Estonia-based full-stack development firm with an AI practice.
Pricing model Project-based, consulting retainer Project-based, dedicated team
Min. engagement Not published Not published
Primary tech stack Python, TensorFlow, AWS TensorFlow, OpenCV, Python
Industries served FinTech, Manufacturing, Retail & E-commerce Healthcare, Logistics & Supply Chain, FinTech, Retail & E-commerce

Addepto vs Cleveroad: overview

Addepto

Addepto was founded in Warsaw in 2018 by Data Science enthusiasts Edwin Lisowski and Artur Haponik, delivering AI consulting and data-driven solutions recognized by Forbes, Deloitte, and the Financial Times. In December 2025, Addepto was acquired by KMS Technology, and prospective clients should confirm how delivery teams, pricing, and leadership continuity have changed post-acquisition. Reported employee counts vary from roughly 11–50 to 72, reflecting the transition period around the acquisition.

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: Addepto vs Cleveroad

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

Tech stack comparison: Addepto vs Cleveroad

Framework / platform Addepto Cleveroad
TensorFlow
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: Addepto vs Cleveroad

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

Target audience comparison: Addepto vs Cleveroad

Dimension Addepto Cleveroad
Best company size Startup to mid-market Startup to mid-market
Best industries FinTech, Manufacturing, Retail & E-commerce Healthcare, Logistics & Supply Chain, FinTech
Best use cases Company wants an AI consultancy with independent press recognition for vendor due diligence., Client is comfortable evaluating a firm mid-acquisition and confirming continuity directly before signing. 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

Addepto vs Cleveroad: pros and cons

Addepto
+ Press recognition from Forbes, Deloitte, and the Financial Times provides independent third-party validation beyond client testimonials.
+ Founder-led AI consulting model since 2018, prior to being acquired.
+ Now backed by KMS Technology's broader resources post-acquisition, which may add delivery capacity.
- Acquired by KMS Technology in December 2025 — leadership continuity, pricing, and delivery-team stability during integration are unconfirmed.
- Reported headcount varies significantly across sources (11–50 vs. 72), making current team size hard to pin down.
- Recent acquisition means the company's standalone track record may not reflect how engagements are run going forward.
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 Addepto?

Addepto is the right choice for companies seeking a Forbes/Deloitte-recognized AI consultancy, provided they factor in post-acquisition integration risk..

AI consulting boutique with third-party press recognition (Forbes, Deloitte, Financial Times), now part of KMS Technology.. Minimum engagement starts at Not published. Works best with clients in FinTech, Manufacturing, Retail & E-commerce.

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: Addepto 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: Addepto (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 Addepto

Use case fit: Addepto vs Cleveroad

Use case Addepto fit Cleveroad fit Winner
Company wants an AI consultancy with independent press recognition for vendor due diligence. Strong Strong Both equally
Client is comfortable evaluating a firm mid-acquisition and confirming continuity directly before signing. Strong Limited Addepto
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. Strong Strong Both equally
Fixed-scope ML build Limited Limited Both equally
Ongoing model retraining Limited Limited Both equally

Verdict: Addepto vs Cleveroad

Addepto (4.3/5) is the stronger overall choice for most Machine Learning Development projects. AI consulting boutique with third-party press recognition (Forbes, Deloitte, Financial Times), now part of KMS Technology.. It is best for companies seeking a Forbes/Deloitte-recognized AI consultancy, provided they factor in post-acquisition integration risk..

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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Addepto vs Cleveroad FAQ

Is Addepto better than Cleveroad?

Addepto (4.3/5) scores higher overall, but "better" depends on your use case. Addepto is better for companies seeking a Forbes/Deloitte-recognized AI consultancy, provided they factor in post-acquisition integration risk.. Cleveroad is better for healthcare, logistics, and fintech companies wanting an Estonia-based full-stack development firm with an AI practice..

How do Addepto and Cleveroad differ in pricing?

Addepto uses project-based, consulting retainer 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: Addepto 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 Addepto and Cleveroad?

Addepto's primary differentiator is: ai consulting boutique with third-party press recognition (forbes, deloitte, financial times), now part of kms technology.. 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 (50–100 vs 51–200), minimum engagement (Not published vs Not published), and primary industries served (FinTech, Manufacturing vs Healthcare, Logistics & Supply Chain).

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