Workspace document library
Upload and manage documents inside tenant-scoped workspaces with owner-controlled actions.
Features
A full product surface for enterprise-style document intelligence.
SmartDocs AI is more than a chat prompt over files. It demonstrates the surrounding SaaS behavior teams need around retrieval, permissions, citations, cost visibility, and review workflows.
Hybrid retrieval foundation
Documents are chunked, embedded, and retrieved through the RAG pipeline before an answer is generated.
Cited streaming chat
Answers stream back with source citations, chunk previews, retrieval scores, and provider metadata.
Role-aware access
Guests can review seeded data while owner actions such as upload and settings changes remain protected.
Credits and usage logs
Successful and failed AI calls are tracked so product behavior is inspectable during evaluation.
AI provider gateway
DeepSeek, Qwen, and OpenAI-compatible providers can be enabled when environment keys are configured.
Retrieval and citations
Answers stay connected to the source material.
The demo shows how indexed chunks, retrieval scores, citations, and usage records fit together in a reviewer-friendly workflow.
Try the demo
Provider mode is transparent.
Public demo deployments can run with demo-local responses for reliability. DeepSeek/Qwen/OpenAI-compatible model calls and Langfuse tracing are ready when the matching environment variables are configured.