KoAssist compared.
How does KoAssist differ from common alternatives?
In mechanical engineering and technical documentation, every answer depends on a concrete source: standard, spec, project document. Whether a tool is fit for purpose comes down to source accuracy, data handling and engineering domain language, not the general AI hype.
KoAssist vs. ChatGPT
ChatGPT is a general-purpose language assistant that answers from its training data. KoAssist works exclusively on your document base of standards, specs and project documents and delivers every answer with file and page number.
| FEATURE | KOASSIST | ChatGPT |
|---|---|---|
| Source citation | File + page with every answer | No specific sources from your documentation |
| Data base | Your internal standards, specs, project documents | General training data, no connection to your organization |
| Hosting & data flow | German servers, EU language model, fully EU | Primarily US cloud, EU options depending on plan |
| Training on your data | Contractually excluded | Depends on plan and settings |
| Engineering domain language | Mechanical engineering, plant engineering, process engineering | Generic, no domain focus |
When answers must be anchored in specific documents (standards, requirements specs, engineering handbooks) and data must stay in Europe.
KoAssist vs. Microsoft Copilot
Microsoft Copilot is deeply integrated into the Microsoft 365 stack and optimized for Office workflows. KoAssist is built for engineering design and technical documentation and works with all sources where engineering knowledge actually lives.
| FEATURE | KOASSIST | Microsoft Copilot |
|---|---|---|
| Answers with file + page | Standard, with jump to the original passage | Reference to document, without precise page citation |
| Domain focus | Engineering design, standards, technical documentation | Office productivity, general-purpose knowledge assistant |
| Integrations | PLM, PDM, ERP, SharePoint, network drives, Confluence | Primarily Microsoft 365 stack (SharePoint, OneDrive, Teams) |
| Hosting | German servers, EU language model | Microsoft 365 cloud, regionally configurable |
| Setup | Under two weeks, dedicated onboarding | Included in M365 plan, configuration in tenant |
When engineering knowledge goes beyond the Microsoft stack (PLM, PDM, network drives, legacy project folders) and the tool should be built for engineering, not for Office.
KoAssist vs. AmberSearch
AmberSearch is a general enterprise search that makes knowledge findable across many departments. KoAssist is narrower in scope: engineering design and technical documentation, with standards and spec workflows at its core.
| FEATURE | KOASSIST | AmberSearch |
|---|---|---|
| Focus | Engineering & technical documentation | General enterprise search |
| Synthesized answers | Multiple sources combined into one answer | Search & snippets in the foreground |
| Standards workflow (DIN, ISO, VDI, AD 2000) | Dedicated workflow, licensed collections usable | Indexable, without dedicated standards workflow |
| Engineering domain language | Mechanical engineering, plant engineering, process engineering | Cross-industry |
| Hosting | German servers, EU language model | EU hosting |
When the use case is clearly engineering (standards research, knowledge transfer, spec search) and not a generic enterprise search across all departments.
Less searching.
More engineering.
In a 30-minute demo, we show KoAssist working with your own documents and discuss setup, integrations and pricing for your team size.