AI SaaS Operations Platform

An operations platform for AI creative terminals, with a conversational assistant that turns business questions and frequent configuration work into controlled natural-language actions.

Stack: React / NestJS / SSE / DeepSeek Tool Calling / Prisma / PostgreSQL / Redis
Status: Production system
My contribution: Led the end-to-end architecture across the admin product, conversational workflow, safe tool layer, backend services, permissions, and audit boundaries.
Access: Not public

AIGC Matr product ecosystem concept showing the terminal workflow and operations platform.

Implementation notes

01
Operate through conversation
Teams can query performance and initiate changes to prices, template bindings, and inventory without walking through layers of menus.
02
AI cannot bypass the system
The model receives only allow-listed business tools. Writes first produce a before-and-after preview and run only after explicit confirmation.
03
The traditional console remains a safety boundary
RBAC, tenant data scope, audit records, and the standard admin interface remain intact for traceability and fallback.