Tensorway vs Addepto: full comparison for 2026
Quick verdict
Tensorway (4.8/5) edges ahead of Addepto (4.3/5) overall. Tensorway is the better choice for mid-market firms adding AI to existing CRM and ERP. Addepto is the stronger option for data teams needing warehouse work before an LLM project. The right choice depends on your project size, budget, and required tech stack.
Tensorway vs Addepto: head-to-head summary
| Criterion | Tensorway | Addepto |
|---|---|---|
| Founded | 2019 | 2018 |
| HQ | Alicante, Spain | Warsaw, Poland |
| Team size | 50+ | 50–249 |
| Rating | 4.8 / 5 | 4.3 / 5 |
| Primary differentiator | Integrates with the CRM and ERP you already run, with PII redaction and per-user access rules applied before any model call | Data engineering and MLOps come first, so AI features sit on warehouses that are already clean and monitored |
| Pricing model | Fixed price for the audit and pilot, then dedicated team or managed service; API run cost estimated during the pilot | $50–$99/hr (Clutch band); discovery workshops, then T&M |
| Min. engagement | Not disclosed | $10,000+ (Clutch) |
| Primary tech stack | Salesforce, HubSpot, Microsoft Dynamics 365 | Databricks, Snowflake, Azure OpenAI |
| Industries served | Legal services, Financial services, Healthcare records, Retail & e-commerce, Private equity | Manufacturing, Retail & e-commerce, Aviation, Financial services |
Tensorway vs Addepto: overview
Tensorway
Tensorway is an AI-first engineering company founded in 2019 and headquartered in Alicante, Spain, with a team of more than 50. Its integration work runs on top of existing platforms such as Salesforce, HubSpot, Dynamics 365, SAP, Oracle and NetSuite, so clients keep their systems of record and skip a migration. Requests pass through a single gateway that masks personal data before it reaches a model and limits each answer to documents the employee is already allowed to open. For Liner Legal, a U.S. law practice, it cut medical-record processing from roughly a week to 5–15 minutes and automated about four days of manual CRM reconciliation (per company website; independently unverifiable). The delivery leads behind it bring 20-plus years of business-software engineering to the work.
Addepto
Addepto is a Warsaw-based AI and data consultancy that started trading in April 2018 (some directories list 2017). Clutch shows 50–249 employees, a $50–$99 hourly band and a $10,000 minimum project. CB Insights reports that KMS Technology acquired the company in December 2025, after an earlier tie-up with Grape Up. Its work typically begins with data engineering and moves on to generative AI, MLOps and AI discovery workshops.
Services and capabilities: Tensorway vs Addepto
| Capability | Tensorway | Addepto |
|---|---|---|
| CRM / ERP integration | ✓ | ✗ |
| LLM API gateway & cost control | ✓ | ✓ |
| Document processing | ✓ | ✗ |
| Agentic workflows | ✗ | ✗ |
| Fixed-price pilot | ✓ | ✗ |
| Managed services after launch | ✓ | ✗ |
| PII masking & access control | ✓ | ✗ |
Tech stack comparison: Tensorway vs Addepto
| Framework / platform | Tensorway | Addepto |
|---|---|---|
| Salesforce | ✓ | N/A |
| SAP | ✓ | N/A |
| Microsoft Dynamics 365 | ✓ | N/A |
| HubSpot | ✓ | N/A |
| Snowflake | ✓ | ✓ |
| Databricks | ✓ | ✓ |
| Azure OpenAI | N/A | ✓ |
| AWS Bedrock | N/A | N/A |
| LangChain | N/A | ✓ |
| ServiceNow | N/A | N/A |
Pricing comparison: Tensorway vs Addepto
| Criterion | Tensorway | Addepto |
|---|---|---|
| Minimum engagement | Not disclosed | $10,000+ (Clutch) |
| Engagement models | Fixed-scope audit or pilot, Dedicated team, Managed services | Fixed project, Time & materials |
| Rate transparency | Not public | Minimum disclosed |
| Price tier | Mid-market | Accessible |
Target audience comparison: Tensorway vs Addepto
| Dimension | Tensorway | Addepto |
|---|---|---|
| Best company size | Startup to mid-market | Startup to mid-market |
| Best industries | Legal services, Financial services, Healthcare records | Manufacturing, Retail & e-commerce, Aviation |
| Best use cases | Reconciling CRM records against case or order data that staff currently match by hand., Extracting and cross-checking fields from medical records, invoices or contracts, then routing them into the ERP. | Building a Databricks lakehouse that later feeds demand forecasts and an internal assistant., Productionizing ML models with MLflow and monitoring. |
| Typical project type | Fixed-scope audit or pilot | Fixed project |
Tensorway vs Addepto: pros and cons
| Tensorway | |
|---|---|
| + | Works against the systems you already own, and where a platform has no usable API it reads from database replicas, message queues or file exports |
| + | Personal data is masked before a prompt leaves your perimeter, and answers respect the same document permissions the employee has today |
| + | A one-week system audit produces an integration plan and ROI estimate before any build money is committed |
| + | The first workflow goes live on real data in 2–4 weeks and is measured against the baseline taken during the audit |
| + | One gateway logs every request, enforces rate limits and tracks token spend per feature, which makes the monthly AI bill explainable |
| - | No prices are published, so you only see a number after the scoping call |
| - | A team of 50+ has no round-the-clock global delivery footprint like the large integrators |
| - | Its pages list no certifications and no named partner tier with an LLM provider or hyperscaler |
| Addepto | |
|---|---|
| + | Publicly listed Clutch rate band and $10,000 minimum make budgeting straightforward |
| + | Databricks and Spark experience helps when the data estate is the real blocker |
| + | Discovery workshops scope use cases before larger spend |
| + | Predictive analytics and LLM work available from the same team |
| - | Acquired by KMS Technology in December 2025 (per CB Insights), so ownership and leadership may change |
| - | Corporate history includes several restructurings, which complicates long-term vendor planning |
| - | Limited published work inside CRM platforms |
Who should choose Tensorway?
A typical fit: reconciling CRM records against case or order data that staff currently match by hand.
Integrates with the CRM and ERP you already run, with PII redaction and per-user access rules applied before any model call. Minimum engagement is not publicly disclosed. Works best with clients in Legal services, Financial services, Healthcare records, Retail & e-commerce, Private equity.
Who should choose Addepto?
A typical fit: building a Databricks lakehouse that later feeds demand forecasts and an internal assistant.
Data engineering and MLOps come first, so AI features sit on warehouses that are already clean and monitored. Minimum engagement starts at $10,000+ (Clutch). Works best with clients in Manufacturing, Retail & e-commerce, Aviation, Financial services.
Decision matrix: Tensorway vs Addepto
| Your situation | Recommended choice |
|---|---|
| You want a fixed-price audit or pilot before committing | Tensorway |
| AI has to work inside your existing CRM or ERP | Tensorway |
| Personal data must be masked and answers limited by user permissions | Tensorway |
| Your budget is at the lower end | Compare: Tensorway (Not disclosed) vs Addepto ($10,000+ (Clutch)) |
| You want the vendor to run the AI service after launch | Tensorway |
| You are building multi-step agents across systems | Neither lists agentic AI work |
Use case fit: Tensorway vs Addepto
| Use case | Tensorway fit | Addepto fit | Winner |
|---|---|---|---|
| Reconciling CRM records against case or order data that staff currently match by hand. | Strong | Limited | Tensorway |
| Extracting and cross-checking fields from medical records, invoices or contracts, then routing them into the ERP. | Strong | Limited | Tensorway |
| Building a Databricks lakehouse that later feeds demand forecasts and an internal assistant. | Limited | Strong | Addepto |
| Productionizing ML models with MLflow and monitoring. | Limited | Strong | Addepto |
Verdict: Tensorway vs Addepto
Tensorway (4.8/5) is the stronger overall choice for most AI Integration projects. Integrates with the CRM and ERP you already run, with PII redaction and per-user access rules applied before any model call.
Addepto (4.3/5) is worth a look if you need productionizing ML models with MLflow and monitoring. If your situation matches that, Addepto is a competitive option.
Related comparisons
Tensorway vs Addepto FAQ
Is Tensorway better than Addepto?
Tensorway (4.8/5) scores higher overall, but "better" depends on your use case. Tensorway's strongest advantage: works against the systems you already own, and where a platform has no usable API it reads from database replicas, message queues or file exports. Addepto's strongest advantage: publicly listed Clutch rate band and $10,000 minimum make budgeting straightforward.
How do Tensorway and Addepto differ in pricing?
Tensorway pricing: Fixed price for the audit and pilot, then dedicated team or managed service; API run cost estimated during the pilot. Addepto pricing: $50–$99/hr (Clutch band); discovery workshops, then T&M. Minimum engagement: $10,000+ (Clutch). Neither firm publishes a full rate card; a discovery call is required for project-specific quotes.
Which is better for enterprise: Tensorway or Addepto?
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 Tensorway and Addepto?
Tensorway's primary differentiator is: integrates with the CRM and ERP you already run, with PII redaction and per-user access rules applied before any model call. Addepto's primary differentiator is: data engineering and MLOps come first, so AI features sit on warehouses that are already clean and monitored. They also differ in team size (50+ vs 50–249), minimum engagement (Not disclosed vs $10,000+ (Clutch)), and primary industries served (Legal services, Financial services vs Manufacturing, Retail & e-commerce).
Verify all details directly with each company before making a decision.