Tensorway vs Addepto: full comparison for 2026
Quick verdict
Tensorway (4.4/5) edges ahead of Addepto (3.8/5) overall. Tensorway is the better choice for mid-market leaders wanting a costed AI roadmap fast. Addepto is the stronger option for manufacturers wanting a small first AI engagement. The right choice depends on the size of your program, your budget, and whether you want the same firm to build what it recommends.
Tensorway vs Addepto: head-to-head summary
| Criterion | Tensorway | Addepto |
|---|---|---|
| Founded | 2019 | 2017 |
| HQ | Alicante, Spain | Warsaw, Poland |
| Team size | 50+ | 50–249 |
| Rating | 4.4 / 5 | 3.8 / 5 |
| Primary differentiator | A 3–6 week strategy engagement that ends in a sequenced, costed roadmap the same team can build | Low Clutch entry point ($10,000+) for AI roadmap work in data-heavy industries |
| Pricing model | Scoped to complexity with no published rates; strategy engagements usually run 3–6 weeks | $50–$99/hr (Clutch band); project-based |
| Min. engagement | Not disclosed | $10,000+ (Clutch) |
| Primary tech stack | EU AI Act, GDPR, NIST AI RMF | Databricks, Azure, AWS |
| Industries served | Financial services, Private equity, Legal, Retail & e-commerce, Education, Media | Manufacturing, Aviation, Logistics, Retail, Financial services |
Tensorway vs Addepto: overview
Tensorway
Tensorway is an AI consulting and engineering firm founded in 2019 in Alicante, Spain, with a team of more than 50. Strategy work here is short. Engagements usually take three to six weeks and end in a roadmap that prices and orders each use case, with its risks named. If a company already runs AI that isn't paying off, it can buy a separate solution audit instead, which looks at data readiness and the causes of underperformance and estimates the effort to fix them. Its consultants draw on a software engineering track record of more than twenty years, and many clients move on to development with the same team. The case it leads with is a Swedish private equity fund whose AI agent system cut deal-sourcing time by 80% and screens 5,000+ opportunities in hours (per company website; independently unverifiable). It publishes no rates and promises no return on investment (ROI) up front; estimates come from the client's own data and goals.
Addepto
Addepto was founded in Warsaw in 2017 and was acquired in December 2025 by KMS Technology, an Atlanta digital engineering company backed by Sunstone Partners. Its chief executive says 97% of the team are AI engineers (per company website; independently unverifiable). It sells AI consulting and roadmaps for data-heavy industries such as manufacturing and aviation, followed by builds. Clutch lists $50–$99 an hour and a $10,000+ minimum project, so a small first engagement is possible.
Services and capabilities: Tensorway vs Addepto
| Capability | Tensorway | Addepto |
|---|---|---|
| Readiness assessment | ✓ | ✓ |
| Use-case prioritization | ✓ | ✗ |
| TCO / ROI modeling | ✓ | ✗ |
| AI governance & EU AI Act | ✓ | ✗ |
| Build vs. buy advice | ✓ | ✗ |
| Audit of live AI programs | ✓ | ✗ |
| Change management | ✗ | ✗ |
| Can build what it recommends | ✓ | ✓ |
Frameworks and platforms: Tensorway vs Addepto
| Framework / platform | Tensorway | Addepto |
|---|---|---|
| EU AI Act | ✓ | N/A |
| GDPR | ✓ | N/A |
| NIST AI RMF | ✓ | N/A |
| AWS | N/A | ✓ |
| Azure | N/A | ✓ |
| Google Cloud | N/A | N/A |
| Databricks | N/A | ✓ |
| Snowflake | ✓ | N/A |
Pricing comparison: Tensorway vs Addepto
| Criterion | Tensorway | Addepto |
|---|---|---|
| Minimum engagement | Not disclosed | $10,000+ (Clutch) |
| Engagement models | Strategy & roadmap engagement, AI solution audit, Ongoing advisory, Delivery team | Readiness assessment, Strategy & roadmap engagement, Delivery team |
| 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 | Financial services, Private equity, Legal | Manufacturing, Aviation, Logistics |
| Best use cases | Building a sequenced AI roadmap with cost and risk per stage before a budget cycle., Auditing an AI program that is live but missing its targets. | A small readiness check and roadmap for a manufacturer., Predictive maintenance and quality models in industrial settings. |
| Typical project type | Strategy & roadmap engagement | Readiness assessment |
Tensorway vs Addepto: pros and cons
| Tensorway | |
|---|---|
| + | Strategy work is time-boxed at three to six weeks, so a board sees a roadmap within one quarter |
| + | The roadmap prices each stage and names its risks, which gives finance something to approve or cut line by line |
| + | Offers a separate audit for AI programs that are live and underperforming, a case many strategy firms don't scope on its own |
| + | The same team can build what it recommends, so nobody has to brief a second vendor on the plan |
| + | Will tell you when a use case isn't worth building and drop it from the plan |
| + | Covers EU AI Act scoping and GDPR rules on automated decisions inside the strategy work |
| - | Much smaller than the big strategy houses on organizational design and change management for thousands of staff |
| - | No published rates or project minimum, so the budget stays unknown until scoping |
| - | No certifications or named cloud-partner tier appear on its pages |
| - | Recognition logos on its site (Clutch, Fortune, and others) come with no detail you can check |
| Addepto | |
|---|---|
| + | A $10,000+ Clutch minimum allows a small first step |
| + | Team is almost entirely engineers, so roadmaps stay technically grounded |
| + | Experience with manufacturing and aviation data |
| + | Databricks experience for data platform work |
| - | Acquired by KMS Technology in December 2025, and integration may change teams and priorities |
| - | Strategy work is mostly a front end to engineering |
| - | Little governance or change-management work |
Who should choose Tensorway?
A typical fit: building a sequenced AI roadmap with cost and risk per stage before a budget cycle.
A 3–6 week strategy engagement that ends in a sequenced, costed roadmap the same team can build. Minimum engagement is not publicly disclosed. Works best with clients in Financial services, Private equity, Legal, Retail & e-commerce, Education, Media.
Who should choose Addepto?
A typical fit: a small readiness check and roadmap for a manufacturer.
Low Clutch entry point ($10,000+) for AI roadmap work in data-heavy industries. Minimum engagement starts at $10,000+ (Clutch). Works best with clients in Manufacturing, Aviation, Logistics, Retail, Financial services.
Decision matrix: Tensorway vs Addepto
| Your situation | Recommended choice |
|---|---|
| Your board wants a costed, sequenced roadmap within a quarter | Tensorway |
| You already run AI that is missing its targets | Tensorway |
| Regulators will ask how each AI system is governed | Tensorway |
| AI will change roles and processes for many staff | Neither; plan change management separately |
| You want the strategy firm to build the result too | Both can deliver after the strategy |
| Your budget is at the lower end | Compare: Tensorway (Not disclosed) vs Addepto ($10,000+ (Clutch)) |
| You need a large team across many countries | Tensorway |
Use case fit: Tensorway vs Addepto
| Use case | Tensorway fit | Addepto fit | Winner |
|---|---|---|---|
| Building a sequenced AI roadmap with cost and risk per stage before a budget cycle. | Strong | Limited | Tensorway |
| Auditing an AI program that is live but missing its targets. | Strong | Limited | Tensorway |
| A small readiness check and roadmap for a manufacturer. | Limited | Strong | Addepto |
| Predictive maintenance and quality models in industrial settings. | Limited | Strong | Addepto |
Verdict: Tensorway vs Addepto
Tensorway (4.4/5) is the stronger overall choice for most AI Strategy Consulting projects. A 3–6 week strategy engagement that ends in a sequenced, costed roadmap the same team can build.
Addepto (3.8/5) is worth a look if you need predictive maintenance and quality models in industrial settings. If your situation matches that, Addepto is a competitive option.
Related comparisons
Tensorway vs Addepto FAQ
Is Tensorway better than Addepto?
Tensorway (4.4/5) scores higher overall, but "better" depends on your use case. Tensorway's strongest advantage: strategy work is time-boxed at three to six weeks, so a board sees a roadmap within one quarter. Addepto's strongest advantage: a $10,000+ Clutch minimum allows a small first step.
How do Tensorway and Addepto differ in pricing?
Tensorway's pricing: scoped to complexity with no published rates; strategy engagements usually run 3–6 weeks. Addepto's pricing: $50–$99/hr (Clutch band); project-based 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 consultant before shortlisting.
What are the main differences between Tensorway and Addepto?
Tensorway's primary differentiator is: a 3–6 week strategy engagement that ends in a sequenced, costed roadmap the same team can build. Addepto's primary differentiator is: low Clutch entry point ($10,000+) for AI roadmap work in data-heavy industries. They also differ in team size (50+ vs 50–249), minimum engagement (Not disclosed vs $10,000+ (Clutch)), and primary industries served (Financial services, Private equity vs Manufacturing, Aviation).
Verify all details directly with each consultant before making a decision.