Best ML Development Services

Addepto vs SoluLab: full comparison for 2026

Last updated: July 2026

Quick verdict

Addepto (4.3/5) edges ahead of SoluLab (4.1/5) overall. Addepto is the better choice for companies seeking a Forbes/Deloitte-recognized AI consultancy, provided they factor in post-acquisition integration risk.. SoluLab is the stronger option for companies that want AI development from a vendor also fluent in blockchain/Web3 integration.. The right choice depends on your project size, budget, and required tech stack.

Addepto vs SoluLab: head-to-head summary

Criterion Addepto SoluLab
Founded 2018 2014
HQ Warsaw, Poland Woodland Hills, California, United States
Team size 50–100 246–250
Rating 4.3 / 5 4.1 / 5
Best for Companies seeking a Forbes/Deloitte-recognized AI consultancy, provided they factor in post-acquisition integration risk. Companies that want AI development from a vendor also fluent in blockchain/Web3 integration.
Pricing model Project-based, consulting retainer Project-based, dedicated team
Min. engagement Not published Not published
Primary tech stack Python, TensorFlow, AWS OpenAI API, LangChain, Python
Industries served FinTech, Manufacturing, Retail & E-commerce Media & Entertainment, Automotive, Education, FinTech

Addepto vs SoluLab: 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.

SoluLab

SoluLab was founded in 2014–2015 by Chintan Thakkar and Rajat Lala and is headquartered in Woodland Hills, California, with a team of roughly 246–250 engineers, data scientists, and AI specialists. The firm positions itself as an 'AI-native, Blockchain, and Web3' development company and reports having delivered 1,500+ projects across 15+ countries for clients including The Walt Disney Company, Mercedes-Benz, and the University of Cambridge (per company website; independently unverifiable at this scale). Its dual focus on AI and blockchain/Web3 makes it broader than a pure ML specialist.

Services and capabilities: Addepto vs SoluLab

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

Tech stack comparison: Addepto vs SoluLab

Framework / platform Addepto SoluLab
TensorFlow N/A
PyTorch N/A N/A
AWS
Azure N/A
Google Cloud N/A N/A
LangChain N/A
Hugging Face N/A N/A
Kubernetes N/A N/A

Pricing comparison: Addepto vs SoluLab

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

Target audience comparison: Addepto vs SoluLab

Dimension Addepto SoluLab
Best company size Startup to mid-market Startup to mid-market
Best industries FinTech, Manufacturing, Retail & E-commerce Media & Entertainment, Automotive, Education
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. Company building an AI product with a blockchain or Web3 component needs a single integrated vendor., Enterprise wants a vendor with named brand-name reference clients for procurement comfort.
Typical project type Project-based Project-based

Addepto vs SoluLab: 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.
SoluLab
+ Named enterprise clients (The Walt Disney Company, Mercedes-Benz, University of Cambridge) offer verifiable reference points, though the specific scope of each engagement is unconfirmed.
+ 246–250 team size supports mid-to-large engagements without enterprise-firm overhead.
+ Combined AI and blockchain/Web3 capability is useful for clients building tokenized or decentralized AI products.
+ 10 years of company history (since 2014–2015) under continuous founder leadership.
- 1,500+ projects claim across 15+ countries is difficult to independently verify at face value.
- Blockchain/Web3 focus alongside AI means clients purely interested in ML may be paying for adjacent expertise they don't need.

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 SoluLab?

SoluLab is the right choice for companies that want AI development from a vendor also fluent in blockchain/Web3 integration..

Combines AI-native development with blockchain/Web3 expertise under one delivery team.. Minimum engagement starts at Not published. Works best with clients in Media & Entertainment, Automotive, Education, FinTech.

Decision matrix: Addepto vs SoluLab

Your situation Recommended choice
You need full-ownership delivery on a defined project scope Both offer fixed-price models
You need a large dedicated team for an ongoing programme SoluLab
Your budget is at the lower end Compare: Addepto (Not published) vs SoluLab (Not published)
You need specialist depth in a specific vertical SoluLab
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 SoluLab

Use case Addepto fit SoluLab 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 Strong Both equally
Company building an AI product with a blockchain or Web3 component needs a single integrated vendor. Strong Strong Both equally
Enterprise wants a vendor with named brand-name reference clients for procurement comfort. Limited Strong SoluLab
Fixed-scope ML build Limited Limited Both equally
Ongoing model retraining Limited Limited Both equally

Verdict: Addepto vs SoluLab

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..

SoluLab (4.1/5) is the better choice when companies that want AI development from a vendor also fluent in blockchain/Web3 integration.. If your situation matches those criteria, SoluLab is a competitive option.

Related comparisons

Addepto vs SoluLab FAQ

Is Addepto better than SoluLab?

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.. SoluLab is better for companies that want AI development from a vendor also fluent in blockchain/Web3 integration..

How do Addepto and SoluLab differ in pricing?

Addepto uses project-based, consulting retainer pricing with a minimum engagement of Not published. SoluLab 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 SoluLab?

SoluLab 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 SoluLab?

Addepto's primary differentiator is: ai consulting boutique with third-party press recognition (forbes, deloitte, financial times), now part of kms technology.. SoluLab's primary differentiator is: combines ai-native development with blockchain/web3 expertise under one delivery team.. They also differ in team size (50–100 vs 246–250), minimum engagement (Not published vs Not published), and primary industries served (FinTech, Manufacturing vs Media & Entertainment, Automotive).

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