Addepto vs Softermii: full comparison for 2026
Quick verdict
Addepto (4.3/5) edges ahead of Softermii (4.2/5) overall. Addepto is the better choice for companies wanting a Forbes/Deloitte-recognized AI consultancy. Softermii is the stronger option for product teams building AI agents, generative AI features. 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 |
| Primary differentiator | AI consulting boutique with third-party press recognition (Forbes, Deloitte, Financial Times), now part of KMS Technology | 4.9/5 Clutch rating (34 reviews) with a specific focus on AI agents and real-time communication platforms |
| 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?
A typical fit: company wants an AI consultancy with independent press recognition for vendor due diligence.
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?
A typical fit: product company needs an AI agent or chatbot feature built into an existing platform.
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.
Softermii (4.2/5) is worth a look if you need team wants a vendor with a verified 4.9/5 Clutch rating for a scoped generative AI project. If your situation matches that, Softermii is a competitive option.
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Addepto vs Softermii FAQ
Is Addepto better than Softermii?
Addepto (4.3/5) scores higher overall, but "better" depends on your use case. Addepto's strongest advantage: press recognition from Forbes, Deloitte, and the Financial Times provides independent third-party validation beyond client testimonials. Softermii's strongest advantage: 4.9/5 rating across 34 verified Clutch reviews is among the highest client-satisfaction scores in this list.
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).