Addepto vs Koombea: full comparison for 2026
Quick verdict
Addepto (4.3/5) edges ahead of Koombea (3.9/5) overall. Addepto is the better choice for manufacturers connecting AI to engineering data. Koombea is the stronger option for product teams wanting fixed-scope AI sprints. The right choice depends on your project size, budget, and required tech stack.
Addepto vs Koombea: head-to-head summary
| Criterion | Addepto | Koombea |
|---|---|---|
| Founded | 2018 | 2007 |
| HQ | Warsaw, Poland | Barranquilla, Colombia |
| Team size | 50–249 | 50–249 |
| Rating | 4.3 / 5 | 3.9 / 5 |
| Primary differentiator | Integration work with industrial systems such as SCADA, CAD, and PLM | Story-point-scoped AI Pods in two-week cycles |
| Pricing model | Fixed-scope projects and time & materials; $50–$99/hr (Clutch band) | Fixed-scope AI Pods; $50–$99/hr (Clutch band) |
| Min. engagement | $10,000+ (Clutch) | $50,000+ (Clutch) |
| Primary tech stack | Databricks, Azure OpenAI, Snowflake | Salesforce, HubSpot, SAP |
| Industries served | Manufacturing, Energy, Logistics, Retail & e-commerce | SaaS, Real estate, Healthcare, Retail & e-commerce |
Addepto vs Koombea: 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.
Koombea
Koombea was founded in Barranquilla, Colombia, in 2007 and has launched more than 200 apps. Clutch puts its team at 50–249 people. The company has repositioned around AI-first products, agentic AI, and integrated systems, and sells AI Pods: a scope approved in story points and delivered in two-week cycles. It also offers ScopeGen AI, an AI-assisted scoping tool. Clutch shows a $50–$99 hourly band and a $50,000 minimum, though the company says it now quotes fixed-scope estimates.
Services and capabilities: Addepto vs Koombea
| Capability | Addepto | Koombea |
|---|---|---|
| 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 Koombea
| Framework / platform | Addepto | Koombea |
|---|---|---|
| Salesforce | N/A | ✓ |
| SAP | N/A | ✓ |
| Microsoft Dynamics 365 | N/A | ✓ |
| HubSpot | N/A | ✓ |
| Snowflake | ✓ | N/A |
| Databricks | ✓ | N/A |
| BigQuery | N/A | N/A |
| Azure OpenAI | ✓ | ✓ |
| AWS Bedrock | N/A | N/A |
| Zendesk | N/A | N/A |
Pricing comparison: Addepto vs Koombea
| Criterion | Addepto | Koombea |
|---|---|---|
| Minimum engagement | $10,000+ (Clutch) | $50,000+ (Clutch) |
| Engagement models | Fixed-scope project, Time & materials | Fixed-scope project, Dedicated team |
| Rate transparency | Minimum disclosed | Minimum disclosed |
| Price tier | Accessible | Mid-market |
Target audience comparison: Addepto vs Koombea
| Dimension | Addepto | Koombea |
|---|---|---|
| Best company size | Startup to mid-market | Startup to mid-market |
| Best industries | Manufacturing, Energy, Logistics | SaaS, Real estate, Healthcare |
| Best use cases | Search across CAD and PLM records with an LLM front end, Predictive maintenance from SCADA sensor history | Adding an AI assistant to a startup's product in sprints, Connecting a HubSpot CRM to an LLM for reply drafts |
| Typical project type | Fixed-scope project | Fixed-scope project |
Addepto vs Koombea: 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 |
| Koombea | |
|---|---|
| + | Fixed-scope pods give a defined cost per cycle. |
| + | Nearshore team with U.S. time-zone overlap. |
| + | Lists CRM and ERP integrations among its AI services. |
| - | Clutch shows a $50K minimum that's at odds with its fixed-scope positioning |
| - | AI positioning is recent compared with its app-development history |
| - | No managed-service offer after launch |
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 Koombea?
A typical fit: adding an AI assistant to a startup's product in sprints.
Story-point-scoped AI Pods in two-week cycles. Minimum engagement starts at $50,000+ (Clutch). Works best with clients in SaaS, Real estate, Healthcare, Retail & e-commerce.
Decision matrix: Addepto vs Koombea
| 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 | Koombea |
| You need multi-step agents acting across systems | Koombea |
| You need a large team for a multi-year program | Addepto |
Use case fit: Addepto vs Koombea
| Use case | Addepto fit | Koombea 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 |
| Adding an AI assistant to a startup's product in sprints | Limited | Strong | Koombea |
| Connecting a HubSpot CRM to an LLM for reply drafts | Limited | Strong | Koombea |
Verdict: Addepto vs Koombea
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.
Koombea (3.9/5) is worth a look if you need connecting a HubSpot CRM to an LLM for reply drafts. If your situation matches that, Koombea is a competitive option.
Related comparisons
Addepto vs Koombea FAQ
Is Addepto better than Koombea?
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. Koombea's strongest advantage: fixed-scope pods give a defined cost per cycle.
How do Addepto and Koombea 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). Koombea's pricing: fixed-scope AI Pods; $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 Koombea?
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 provider before shortlisting.
What are the main differences between Addepto and Koombea?
Addepto's primary differentiator is: integration work with industrial systems such as SCADA, CAD, and PLM. Koombea's primary differentiator is: story-point-scoped AI Pods in two-week cycles. They also differ in team size (50–249 vs 50–249), minimum engagement ($10,000+ (Clutch) vs $50,000+ (Clutch)), and primary industries served (Manufacturing, Energy vs SaaS, Real estate).
Verify all details directly with each provider before making a decision.