Best ML Development Services

Addepto vs Softermii: full comparison for 2026

Last updated: July 2026

Quick verdict

Addepto (4.3/5) edges ahead of Softermii (4.2/5) overall. Addepto is the better choice for companies seeking a Forbes/Deloitte-recognized AI consultancy, provided they factor in post-acquisition integration risk.. Softermii is the stronger option for product teams building AI agents or generative AI features into consumer or B2B software products.. The right choice depends on your project size, budget, and required tech stack.

Addepto vs Softermii: head-to-head summary

Criterion Addepto Softermii
Founded 2018 2014
HQ Warsaw, Poland Los Angeles, California, United States
Team size 50–100 120+
Rating 4.3 / 5 4.2 / 5
Best for Companies seeking a Forbes/Deloitte-recognized AI consultancy, provided they factor in post-acquisition integration risk. Product teams building AI agents or generative AI features into consumer or B2B software products.
Pricing model Project-based, consulting retainer Project-based, dedicated team
Min. engagement Not published Not published
Primary tech stack Python, TensorFlow, AWS LangChain, OpenAI API, Python
Industries served FinTech, Manufacturing, Retail & E-commerce Media & Entertainment, Healthcare, FinTech

Addepto vs Softermii: 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.

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.

Services and capabilities: Addepto vs Softermii

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

Tech stack comparison: Addepto vs Softermii

Framework / platform Addepto Softermii
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 Softermii

Criterion Addepto Softermii
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 Softermii

Dimension Addepto Softermii
Best company size Startup to mid-market Startup to mid-market
Best industries FinTech, Manufacturing, Retail & E-commerce Media & Entertainment, Healthcare, 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. 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.
Typical project type Project-based Project-based

Addepto vs Softermii: 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.
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.

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 Softermii?

Softermii is the right choice for product teams building AI agents or generative AI features into consumer or B2B software products..

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.

Decision matrix: Addepto vs Softermii

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 Softermii
Your budget is at the lower end Compare: Addepto (Not published) vs Softermii (Not published)
You need specialist depth in a specific vertical Addepto
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 Softermii

Use case Addepto fit Softermii 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
Product company needs an AI agent or chatbot feature built into an existing platform. Limited Strong Softermii
Team wants a vendor with a verified 4.9/5 Clutch rating for a scoped generative AI project. Limited Strong Softermii
Fixed-scope ML build Limited Limited Both equally
Ongoing model retraining Limited Limited Both equally

Verdict: Addepto vs Softermii

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..

Softermii (4.2/5) is the better choice when product teams building AI agents or generative AI features into consumer or B2B software products.. If your situation matches those criteria, Softermii is a competitive option.

Related comparisons

Addepto vs Softermii FAQ

Is Addepto better than Softermii?

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.. Softermii is better for product teams building AI agents or generative AI features into consumer or B2B software products..

How do Addepto and Softermii differ in pricing?

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

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 Softermii?

Addepto's primary differentiator is: ai consulting boutique with third-party press recognition (forbes, deloitte, financial times), now part of kms technology.. Softermii's primary differentiator is: 4.9/5 clutch rating (34 reviews) with a specific focus on ai agents and real-time communication platforms.. They also differ in team size (50–100 vs 120+), minimum engagement (Not published vs Not published), and primary industries served (FinTech, Manufacturing vs Media & Entertainment, Healthcare).

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