I’m working on an integration where an external AI service queries Magento 2
business data (orders, products, customers) using natural-language requests.
From an architectural point of view, I see two possible approaches:
-
Implementing a Magento 2 module that accesses Magento internals
(repositories, collections) and exposes AI-friendly endpoints. -
Using a standalone middleware service that integrates with Magento
only via REST or GraphQL APIs.
From a Magento best-practices perspective:
- Which approach is recommended for long-term maintainability and security?
- Are there cases where deeper internal access via a module is justified,
or should integrations always go through APIs?
I’m looking for architectural guidance rather than specific tools or products.