Addepto vs Intellectsoft: full comparison for 2026
Last updated: July 2026
Quick verdict
Addepto (4.4/5) edges ahead of Intellectsoft (4.1/5) overall. Addepto is the better choice for cost-conscious teams that specifically need MLOps consulting or a well-scoped machine learning advisory engagement rather than a full custom software build.. Intellectsoft is the stronger option for companies wanting an enterprise-name client roster and a dedicated AI Lab structure for custom model development within a smaller boutique team.. The right choice depends on your project size, budget, and required tech stack.
Addepto vs Intellectsoft: head-to-head summary
| Criterion | Addepto | Intellectsoft |
|---|---|---|
| Founded | 2018 | 2007 |
| HQ | Warsaw, Poland | New York, USA |
| Team size | 51–200 | 51–200 |
| Rating | 4.4 / 5 | 4.1 / 5 |
| Best for | Cost-conscious teams that specifically need MLOps consulting or a well-scoped machine learning advisory engagement rather than a full custom software build. | Companies wanting an enterprise-name client roster and a dedicated AI Lab structure for custom model development within a smaller boutique team. |
| Pricing model | Project-based | Not published; project and dedicated team |
| Min. engagement | $10,000 | Not published |
| Primary tech stack | Python, MLOps tooling, Cloud ML platforms (AWS/GCP/Azure) | Python, ML infrastructure/orchestration tooling, Cloud platforms (AWS/Azure/GCP) |
| Industries served | Finance, Healthcare, Retail | Financial services, Automotive, Media and entertainment, Manufacturing |
Addepto vs Intellectsoft: overview
Addepto
Addepto is a Poland-based AI consulting firm founded in 2018 by Artur Haponik and Edwin Lisowski that focuses specifically on machine learning consulting, MLOps consulting, and data/analytics advisory work rather than broader software development. The company has around 52 employees and holds a 4.7 Clutch rating, with Clutch-reported project costs typically in the $10,000–$49,000 range, making it one of the more budget-accessible options among firms in this category. Addepto has been recognized among Forbes' top AI consulting companies and appeared on the Deloitte Technology Fast 500 EMEA list, citing 1,193 percent revenue growth over the qualifying period. In December 2025, Addepto was acquired by KMS Technology, a US-based digital engineering, data, and AI company backed by growth private equity firm Sunstone Partners; Addepto now operates as an integrated division rather than as a fully independent company.
Intellectsoft
Intellectsoft is a custom software and AI engineering company founded in 2007, headquartered in New York with additional offices across the US, UK, Norway, Ukraine, and Latin America. The company reports more than 150 engineers, architects, and consultants across ten global offices, and operates a dedicated AI Lab offering full-cycle custom AI model development including data science research, training, validation, and testing, along with infrastructure management for ML workloads. Publicly named clients include EY, Harley-Davidson, Jaguar Motors, Universal Pictures, the London Stock Exchange, Qualcomm, and Bombardier.
Services and capabilities: Addepto vs Intellectsoft
| Capability | Addepto | Intellectsoft |
|---|---|---|
| Custom model training | ✓ | ✓ |
| Fine-tuning & adaptation | ✗ | ✗ |
| MLOps pipeline | ✓ | ✗ |
| Model deployment & serving | ✗ | ✗ |
| Data engineering for ML | ✓ | ✓ |
| ML infrastructure management | ✗ | ✓ |
| Computer vision | ✗ | ✗ |
| NLP & LLM development | ✗ | ✗ |
| Forecasting & time-series modeling | ✗ | ✗ |
| ML strategy consulting | ✓ | ✗ |
Tech stack comparison: Addepto vs Intellectsoft
| Framework / platform | Addepto | Intellectsoft |
|---|---|---|
| PyTorch | N/A | N/A |
| TensorFlow | N/A | N/A |
| MLflow | N/A | N/A |
| AWS SageMaker | N/A | N/A |
| Amazon Bedrock | N/A | N/A |
| Google Cloud | N/A | N/A |
| Microsoft Azure | N/A | N/A |
| Kubernetes | N/A | N/A |
| Snowflake | N/A | N/A |
| NVIDIA | N/A | N/A |
Pricing comparison: Addepto vs Intellectsoft
| Criterion | Addepto | Intellectsoft |
|---|---|---|
| Minimum engagement | $10,000 | Not published |
| Engagement models | Fixed project, Advisory/consulting retainer | Fixed project, Dedicated team |
| Rate transparency | Minimum disclosed | Not public |
| Price tier | Accessible | Mid-market |
Target audience comparison: Addepto vs Intellectsoft
| Dimension | Addepto | Intellectsoft |
|---|---|---|
| Best company size | Startup to mid-market | Startup to mid-market |
| Best industries | Finance, Healthcare, Retail | Financial services, Automotive, Media and entertainment |
| Best use cases | Auditing an existing ML pipeline and recommending MLOps improvements, Running a well-scoped, budget-constrained machine learning pilot | Building a custom ML model end-to-end, from data science research through validation and deployment, Managing infrastructure for existing ML workloads at an enterprise client |
| Typical project type | Fixed project | Fixed project |
Addepto vs Intellectsoft: pros and cons
| Addepto | |
|---|---|
| + | 4.7 Clutch rating with lower typical project cost ($10K–$49K) than most peers in this comparison. |
| + | Named a top 10 AI consulting company by Forbes. |
| + | Deloitte Technology Fast 500 EMEA recognition (#143) signals strong recent revenue growth. |
| + | Focused specifically on ML/MLOps consulting rather than diluting attention across general software development. |
| - | Small team (~52 employees) caps capacity for large or multiple concurrent enterprise engagements. |
| - | Lower typical project size may signal a fit for smaller-scope work rather than large production ML platforms. |
| - | Public case studies with named enterprise clients are limited in available sources. |
| - | Now part of KMS Technology following the December 2025 acquisition, introducing near-term integration and roadmap uncertainty for prospective clients. |
| Intellectsoft | |
|---|---|
| + | Named, verifiable enterprise clients including EY, Harley-Davidson, and the London Stock Exchange. |
| + | Dedicated AI Lab structure separates ML delivery from general software development. |
| + | Nearly two decades of continuous operation across multiple international offices. |
| + | 44 Clutch reviews with recognition as a top Ukraine-based software developer for 2024. |
| - | Team size (150+ engineers/architects/consultants) is relatively modest for the scale of enterprise clients named. |
| - | Pricing model and minimum engagement size are not published. |
| - | Specific ML/AI project outcomes for named clients are not always detailed publicly beyond the client list. |
| - | As a broader custom software company, AI/ML competes for delivery focus with other practice areas. |
Who should choose Addepto?
Addepto is the right choice for cost-conscious teams that specifically need MLOps consulting or a well-scoped machine learning advisory engagement rather than a full custom software build..
Dedicated MLOps-consulting service line and Clutch-reported project pricing well below several peers in this list, making it the more budget-accessible option.. Minimum engagement starts at $10,000. Works best with clients in Finance, Healthcare, Retail.
Who should choose Intellectsoft?
Intellectsoft is the right choice for companies wanting an enterprise-name client roster and a dedicated AI Lab structure for custom model development within a smaller boutique team..
Unusually strong roster of large, publicly named enterprise clients (EY, Qualcomm, London Stock Exchange) for a company of its relatively modest team size.. Minimum engagement starts at Not published. Works best with clients in Financial services, Automotive, Media and entertainment, Manufacturing.
Decision matrix: Addepto vs Intellectsoft
| Your situation | Recommended choice |
|---|---|
| You need full-ownership delivery on a defined project scope | Addepto |
| You need a large dedicated team for an ongoing programme | Intellectsoft |
| Your budget is at the lower end | Compare: Addepto ($10,000) vs Intellectsoft (Not published) |
| You need specialist depth in a specific vertical | Intellectsoft |
| You need staff augmentation or team extension | Neither; consider alternatives that offer staff aug |
| You need consulting before committing to a build | Addepto |
Use case fit: Addepto vs Intellectsoft
| Use case | Addepto fit | Intellectsoft fit | Winner |
|---|---|---|---|
| Auditing an existing ML pipeline and recommending MLOps improvements | Strong | Limited | Addepto |
| Running a well-scoped, budget-constrained machine learning pilot | Strong | Strong | Both equally |
| Building a custom ML model end-to-end, from data science research through validation and deployment | Limited | Strong | Intellectsoft |
| Managing infrastructure for existing ML workloads at an enterprise client | Limited | Strong | Intellectsoft |
| Fixed-price build | Limited | Limited | Both equally |
| MLOps pipeline setup | Strong | Limited | Addepto |
Verdict: Addepto vs Intellectsoft
Addepto (4.4/5) is the stronger overall choice for most ML Model Development projects. Dedicated MLOps-consulting service line and Clutch-reported project pricing well below several peers in this list, making it the more budget-accessible option.. It is best for cost-conscious teams that specifically need MLOps consulting or a well-scoped machine learning advisory engagement rather than a full custom software build..
Intellectsoft (4.1/5) is the better choice when companies wanting an enterprise-name client roster and a dedicated AI Lab structure for custom model development within a smaller boutique team.. If your situation matches those criteria, Intellectsoft is a competitive option.
Related comparisons
Addepto vs Intellectsoft FAQ
Is Addepto better than Intellectsoft?
Addepto (4.4/5) scores higher overall, but "better" depends on your use case. Addepto is better for cost-conscious teams that specifically need MLOps consulting or a well-scoped machine learning advisory engagement rather than a full custom software build.. Intellectsoft is better for companies wanting an enterprise-name client roster and a dedicated AI Lab structure for custom model development within a smaller boutique team..
How do Addepto and Intellectsoft differ in pricing?
Addepto uses project-based pricing with a minimum engagement of $10,000. Intellectsoft uses not published; project and 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 Intellectsoft?
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 Intellectsoft?
Addepto's primary differentiator is: dedicated mlops-consulting service line and clutch-reported project pricing well below several peers in this list, making it the more budget-accessible option.. Intellectsoft's primary differentiator is: unusually strong roster of large, publicly named enterprise clients (ey, qualcomm, london stock exchange) for a company of its relatively modest team size.. They also differ in team size (51–200 vs 51–200), minimum engagement ($10,000 vs Not published), and primary industries served (Finance, Healthcare vs Financial services, Automotive).
Last reviewed: July 2026. Verify all details directly with each company before making a decision.