How We Seamlessly Embedded LLMs into an Existing SaaS Architecture
Industry
SaaS, Platform Services
Technologies
REST API, OpenAPI, Chat-Mium, MCP, LLM Agenten
Background
The SaaS platform had strong feature sets but lacked AI capabilities. Goal: Add value without disrupting user flow.
Architectural Approach
- Imported OpenAPI spec into Chat-Mium
- Developed prompt chains for structured output control
- Used agents for validation and endpoint mocking
Result
- 40% faster integration
- Zero service downtime
- MVP delivered in under 5 days