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 buyers who want a priced pilot before a rollout. Addepto is the stronger option for manufacturers connecting AI to engineering data. 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 | Fixed-price audit and pilot, with the per-request API cost modeled before rollout | Integration work with industrial systems such as SCADA, CAD, and PLM |
| Pricing model | Fixed price for the audit and pilot; dedicated team or managed service afterward | Fixed-scope projects and time & materials; $50–$99/hr (Clutch band) |
| Min. engagement | Not disclosed | $10,000+ (Clutch) |
| Primary tech stack | Salesforce, HubSpot, Microsoft Dynamics 365 | Databricks, Azure OpenAI, Snowflake |
| Industries served | Legal, Financial services, Education, Real estate, Media | Manufacturing, Energy, Logistics, Retail & e-commerce |
Tensorway vs Addepto: overview
Tensorway
Tensorway is an AI-first engineering firm based in Alicante, Spain, founded in 2019, with a team of more than 50 people. Its senior engineers carry over two decades of experience building business systems, and the company now concentrates on fitting AI into the software clients already run. The buying process is unusually concrete. A one-week system audit produces an integration plan and an ROI estimate; then a fixed-price pilot runs one workflow on real data for 2–4 weeks, and the API run cost is calculated during that pilot, before anyone commits to a rollout. Recent smaller projects include invoice extraction for a fintech client and AI document processing for disability law firms (per company website; independently unverifiable). The company also says 93% of its clients come back for another project (per company website; independently unverifiable).
Addepto
Addepto was founded in Warsaw in 2018 and employs 50–100 people according to most directories (Clutch shows 50–249). KMS Technology acquired it in December 2025, and it continues as an independent subsidiary. Its focus is unusual. The integration work leans toward industrial and engineering data, connecting AI to supervisory control (SCADA), computer-aided design (CAD), and product lifecycle management (PLM) systems alongside more common document and analytics projects. Clutch lists a $10,000 minimum and a $50–$99 hourly band, one of the more accessible entry points on this list.
Services and capabilities: Tensorway vs Addepto
| Capability | Tensorway | Addepto |
|---|---|---|
| CRM / ERP integration | ✓ | ✗ |
| LLM API gateway & cost control | ✓ | ✓ |
| Document processing | ✓ | ✓ |
| Conversational AI | ✓ | ✗ |
| Agentic workflows | ✓ | ✗ |
| Fixed-price pilot | ✓ | ✗ |
| Managed services after launch | ✓ | ✗ |
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 | N/A | ✓ |
| BigQuery | ✓ | N/A |
| Azure OpenAI | N/A | ✓ |
| AWS Bedrock | N/A | N/A |
| Zendesk | ✓ | N/A |
Pricing comparison: Tensorway vs Addepto
| Criterion | Tensorway | Addepto |
|---|---|---|
| Minimum engagement | Not disclosed | $10,000+ (Clutch) |
| Engagement models | Fixed-price audit or pilot, Dedicated team, Managed services | Fixed-scope 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, Financial services, Education | Manufacturing, Energy, Logistics |
| Best use cases | Pulling line items out of supplier invoices and posting them to the finance system, Classifying and routing case documents for a law practice | Search across CAD and PLM records with an LLM front end, Predictive maintenance from SCADA sensor history |
| Typical project type | Fixed-price audit or pilot | Fixed-scope project |
Tensorway vs Addepto: pros and cons
| Tensorway | |
|---|---|
| + | The audit and the pilot both carry a fixed price, so the first two stages have a known cost before any longer contract is signed. |
| + | API spend per request is worked out during the pilot, which gives finance a run-cost figure instead of a guess. |
| + | Clients can stop after the pilot, scale with a dedicated team, or hand the system over as a managed service. |
| + | A single gateway logs every model call, applies rate limits, and tracks cost per feature, and routing sends routine requests to cheaper models. |
| + | Integration types cover document processing, support bots with live order and ticket lookups, approval-routed process automation, and multi-step agents with action logs. |
| - | No prices are published, so even the fixed-price pilot has to be quoted on a call |
| - | No named LLM-provider or hyperscaler partnership tier appears on its pages |
| - | With a team of about 50, it can't offer the follow-the-sun support desk a global integrator runs |
| Addepto | |
|---|---|
| + | The $10K Clutch minimum lets small teams test an integration without a large commitment. |
| + | Experience with plant and engineering systems most AI vendors don't touch. |
| + | Clutch reviews average close to 4.9. |
| + | Data engineering and AI are scoped by the same team. |
| - | Acquired by KMS Technology in December 2025; long-term pricing and branding may change |
| - | Headcount varies a lot between directories |
| - | No managed-service offer for running systems after launch |
Who should choose Tensorway?
A typical fit: pulling line items out of supplier invoices and posting them to the finance system.
Fixed-price audit and pilot, with the per-request API cost modeled before rollout. Minimum engagement is not publicly disclosed. Works best with clients in Legal, Financial services, Education, Real estate, Media.
Who should choose Addepto?
A typical fit: search across CAD and PLM records with an LLM front end.
Integration work with industrial systems such as SCADA, CAD, and PLM. Minimum engagement starts at $10,000+ (Clutch). Works best with clients in Manufacturing, Energy, Logistics, Retail & e-commerce.
Decision matrix: Tensorway vs Addepto
| Your situation | Recommended choice |
|---|---|
| You want a priced pilot before committing to a rollout | Tensorway |
| You need someone to run and monitor the system after launch | Tensorway |
| Your budget is at the lower end | Compare: Tensorway (Not disclosed) vs Addepto ($10,000+ (Clutch)) |
| The AI has to read and write in your CRM or ERP | Tensorway |
| You need multi-step agents acting across systems | Tensorway |
| You need a large team for a multi-year program | Tensorway |
Use case fit: Tensorway vs Addepto
| Use case | Tensorway fit | Addepto fit | Winner |
|---|---|---|---|
| Pulling line items out of supplier invoices and posting them to the finance system | Strong | Limited | Tensorway |
| Classifying and routing case documents for a law practice | Strong | Limited | Tensorway |
| Search across CAD and PLM records with an LLM front end | Limited | Strong | Addepto |
| Predictive maintenance from SCADA sensor history | Limited | Strong | Addepto |
Verdict: Tensorway vs Addepto
Tensorway (4.8/5) is the stronger overall choice for most AI Integration Services projects. Fixed-price audit and pilot, with the per-request API cost modeled before rollout.
Addepto (4.3/5) is worth a look if you need predictive maintenance from SCADA sensor history. 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: the audit and the pilot both carry a fixed price, so the first two stages have a known cost before any longer contract is signed. Addepto's strongest advantage: the $10K Clutch minimum lets small teams test an integration without a large commitment.
How do Tensorway and Addepto differ in pricing?
Tensorway's pricing: fixed price for the audit and pilot; dedicated team or managed service afterward. Addepto's pricing: fixed-scope projects and time & materials; $50–$99/hr (Clutch band) with a minimum engagement of $10,000+ (Clutch). Any hourly bands shown come from Clutch, not a published rate card, so a scoping call is still needed for a project quote.
Which is better for enterprise: Tensorway or Addepto?
Tensorway is the larger team and typically the better enterprise-scale choice. For very large programmes, verify team size and compliance coverage directly with each provider before shortlisting.
What are the main differences between Tensorway and Addepto?
Tensorway's primary differentiator is: fixed-price audit and pilot, with the per-request API cost modeled before rollout. Addepto's primary differentiator is: integration work with industrial systems such as SCADA, CAD, and PLM. They also differ in team size (50+ vs 50–249), minimum engagement (Not disclosed vs $10,000+ (Clutch)), and primary industries served (Legal, Financial services vs Manufacturing, Energy).
Verify all details directly with each provider before making a decision.