Best ML Development Services

Addepto vs Belitsoft: full comparison for 2026

Last updated: July 2026

Quick verdict

Addepto (4.3/5) edges ahead of Belitsoft (3.8/5) overall. Addepto is the better choice for companies seeking a Forbes/Deloitte-recognized AI consultancy, provided they factor in post-acquisition integration risk.. 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.

Addepto vs Belitsoft: head-to-head summary

Criterion Addepto Belitsoft
Founded 2018 2004
HQ Warsaw, Poland Warsaw, Poland
Team size 50–100 400+
Rating 4.3 / 5 3.8 / 5
Best for Companies seeking a Forbes/Deloitte-recognized AI consultancy, provided they factor in post-acquisition integration risk. 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, consulting retainer Time & materials, dedicated team
Min. engagement Not published Not published
Primary tech stack Python, TensorFlow, AWS Python, .NET, AWS
Industries served FinTech, Manufacturing, Retail & E-commerce Healthcare, FinTech, SaaS (cross-industry)

Addepto vs Belitsoft: 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.

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: Addepto vs Belitsoft

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

Tech stack comparison: Addepto vs Belitsoft

Framework / platform Addepto Belitsoft
TensorFlow N/A
PyTorch N/A N/A
AWS
Azure
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 Belitsoft

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

Target audience comparison: Addepto vs Belitsoft

Dimension Addepto Belitsoft
Best company size Startup to mid-market Startup to mid-market
Best industries FinTech, Manufacturing, Retail & E-commerce Healthcare, FinTech, SaaS (cross-industry)
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. 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

Addepto vs Belitsoft: 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.
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 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 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: Addepto vs Belitsoft

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 Belitsoft
Your budget is at the lower end Compare: Addepto (Not published) vs Belitsoft (Not published)
You need specialist depth in a specific vertical Addepto
You need production MLOps support after model launch Belitsoft
You need consulting before committing to a build Addepto

Use case fit: Addepto vs Belitsoft

Use case Addepto fit Belitsoft 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
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: Addepto vs Belitsoft

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..

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.

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Addepto vs Belitsoft FAQ

Is Addepto better than Belitsoft?

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.. 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 Addepto and Belitsoft differ in pricing?

Addepto uses project-based, consulting retainer 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: Addepto or Belitsoft?

Addepto 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 Belitsoft?

Addepto's primary differentiator is: ai consulting boutique with third-party press recognition (forbes, deloitte, financial times), now part of kms technology.. 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 (50–100 vs 400+), minimum engagement (Not published vs Not published), and primary industries served (FinTech, Manufacturing vs Healthcare, FinTech).

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