Addepto vs Coherent Solutions: full comparison for 2026
Quick verdict
Addepto (4.3/5) edges ahead of Coherent Solutions (3.9/5) overall. Addepto is the better choice for manufacturers connecting AI to engineering data. Coherent Solutions is the stronger option for product companies needing steady engineering capacity. The right choice depends on your project size, budget, and required tech stack.
Addepto vs Coherent Solutions: head-to-head summary
| Criterion | Addepto | Coherent Solutions |
|---|---|---|
| Founded | 2018 | 1995 |
| HQ | Warsaw, Poland | Minneapolis, MN, USA |
| Team size | 50–249 | 2,000+ |
| Rating | 4.3 / 5 | 3.9 / 5 |
| Primary differentiator | Integration work with industrial systems such as SCADA, CAD, and PLM | Three decades of product engineering with a data and AI practice |
| Pricing model | Fixed-scope projects and time & materials; $50–$99/hr (Clutch band) | Dedicated teams and time & materials; $50–$99/hr (Clutch band) |
| Min. engagement | $10,000+ (Clutch) | $50,000+ (Clutch) |
| Primary tech stack | Databricks, Azure OpenAI, Snowflake | Azure OpenAI, AWS Bedrock, Snowflake |
| Industries served | Manufacturing, Energy, Logistics, Retail & e-commerce | Healthcare, Financial services, Media, SaaS |
Addepto vs Coherent Solutions: overview
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.
Coherent Solutions
Coherent Solutions was founded in Minneapolis in 1995 and has more than 2,000 employees in 10 countries. Clutch shows about 30% of its listed work as AI development, alongside data analytics and cloud. It has a 4.7 Clutch rating across 30 reviews in one regional ranking. Clutch lists a $50–$99 hourly band and a $50,000 minimum, and the firm suits product companies that want a steady engineering partner more than a short AI pilot.
Services and capabilities: Addepto vs Coherent Solutions
| Capability | Addepto | Coherent Solutions |
|---|---|---|
| CRM / ERP integration | ✗ | ✗ |
| LLM API gateway & cost control | ✓ | ✓ |
| Document processing | ✓ | ✗ |
| Conversational AI | ✗ | ✗ |
| Agentic workflows | ✗ | ✗ |
| Fixed-price pilot | ✗ | ✗ |
| Managed services after launch | ✗ | ✗ |
Tech stack comparison: Addepto vs Coherent Solutions
| Framework / platform | Addepto | Coherent Solutions |
|---|---|---|
| Salesforce | N/A | N/A |
| SAP | N/A | N/A |
| Microsoft Dynamics 365 | N/A | N/A |
| HubSpot | N/A | N/A |
| Snowflake | ✓ | ✓ |
| Databricks | ✓ | ✓ |
| BigQuery | N/A | N/A |
| Azure OpenAI | ✓ | ✓ |
| AWS Bedrock | N/A | ✓ |
| Zendesk | N/A | N/A |
Pricing comparison: Addepto vs Coherent Solutions
| Criterion | Addepto | Coherent Solutions |
|---|---|---|
| Minimum engagement | $10,000+ (Clutch) | $50,000+ (Clutch) |
| Engagement models | Fixed-scope project, Time & materials | Dedicated team, Time & materials |
| Rate transparency | Minimum disclosed | Minimum disclosed |
| Price tier | Accessible | Mid-market |
Target audience comparison: Addepto vs Coherent Solutions
| Dimension | Addepto | Coherent Solutions |
|---|---|---|
| Best company size | Startup to mid-market | Mid-market to enterprise |
| Best industries | Manufacturing, Energy, Logistics | Healthcare, Financial services, Media |
| Best use cases | Search across CAD and PLM records with an LLM front end, Predictive maintenance from SCADA sensor history | Predictive analytics for healthcare products, LLM features in an existing SaaS platform |
| Typical project type | Fixed-scope project | Dedicated team |
Addepto vs Coherent Solutions: pros and cons
| 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 |
| Coherent Solutions | |
|---|---|
| + | Long operating history since 1995. |
| + | Clutch cost rating of 4.7. |
| + | Analytics and AI work share one team. |
| - | The $50K Clutch minimum rules out small tests |
| - | AI is a growing practice inside a generalist engineering firm |
| - | No packaged pilot or managed-service offer for AI |
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.
Who should choose Coherent Solutions?
A typical fit: predictive analytics for healthcare products.
Three decades of product engineering with a data and AI practice. Minimum engagement starts at $50,000+ (Clutch). Works best with clients in Healthcare, Financial services, Media, SaaS.
Decision matrix: Addepto vs Coherent Solutions
| Your situation | Recommended choice |
|---|---|
| You want a priced pilot before committing to a rollout | Neither advertises one; ask for a scoped pilot quote |
| You need someone to run and monitor the system after launch | Neither; plan for your own team to run it |
| Your budget is at the lower end | Addepto |
| The AI has to read and write in your CRM or ERP | Check each profile; neither lists CRM or ERP work |
| You need multi-step agents acting across systems | Neither lists agentic work |
| You need a large team for a multi-year program | Coherent Solutions |
Use case fit: Addepto vs Coherent Solutions
| Use case | Addepto fit | Coherent Solutions fit | Winner |
|---|---|---|---|
| Search across CAD and PLM records with an LLM front end | Strong | Limited | Addepto |
| Predictive maintenance from SCADA sensor history | Strong | Limited | Addepto |
| Predictive analytics for healthcare products | Limited | Strong | Coherent Solutions |
| LLM features in an existing SaaS platform | Limited | Strong | Coherent Solutions |
Verdict: Addepto vs Coherent Solutions
Addepto (4.3/5) is the stronger overall choice for most AI Integration Services projects. Integration work with industrial systems such as SCADA, CAD, and PLM.
Coherent Solutions (3.9/5) is worth a look if you need LLM features in an existing SaaS platform. If your situation matches that, Coherent Solutions is a competitive option.
Related comparisons
Addepto vs Coherent Solutions FAQ
Is Addepto better than Coherent Solutions?
Addepto (4.3/5) scores higher overall, but "better" depends on your use case. Addepto's strongest advantage: the $10K Clutch minimum lets small teams test an integration without a large commitment. Coherent Solutions's strongest advantage: long operating history since 1995.
How do Addepto and Coherent Solutions differ in pricing?
Addepto's pricing: fixed-scope projects and time & materials; $50–$99/hr (Clutch band) with a minimum engagement of $10,000+ (Clutch). Coherent Solutions's pricing: dedicated teams and time & materials; $50–$99/hr (Clutch band) with a minimum engagement of $50,000+ (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: Addepto or Coherent Solutions?
Coherent Solutions 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 Addepto and Coherent Solutions?
Addepto's primary differentiator is: integration work with industrial systems such as SCADA, CAD, and PLM. Coherent Solutions's primary differentiator is: three decades of product engineering with a data and AI practice. They also differ in team size (50–249 vs 2,000+), minimum engagement ($10,000+ (Clutch) vs $50,000+ (Clutch)), and primary industries served (Manufacturing, Energy vs Healthcare, Financial services).
Verify all details directly with each provider before making a decision.