KNOWLEDGE
Git-backed wiki
Support material stays editable with a reviewable version history.
MAINTAINED CONTENT← Back to team systems
Support knowledge,
PRIOR BRIO TEAM PRODUCT / KNOWLEDGE SYSTEMS
Support knowledge,
connected to its source.
A support library that brings maintained product knowledge and conversational search into one place—so answers can point back to the material behind them.
Follow the system
PRODUCT BRAND ART / NOT A SCREENSHOTTHE CONTEXT
Good support depends on knowledge people can find—and keep current.
Support teams work across manuals, troubleshooting notes, and product guidance. Briopedia was built as an internal knowledge system: a versioned wiki for maintaining material, plus retrieval and chat for bringing relevant sources into a question.
This is prior Brio team product experience. It is not a Teregon client engagement, and no business outcome is attributed here.
THE KNOWLEDGE PATHONE QUESTION / THREE CONNECTED LAYERS
01 / THE SYSTEM
A maintained source.
A grounded answer.
Each layer has a distinct job: keep knowledge editable, find relevant passages, then use those sources to inform a response.
RETRIEVAL
FAISS index
Relevant passages are retrieved from the knowledge corpus for a question.
SOURCE CONTEXTRESPONSE
LLM chat layer
A provider-agnostic layer can use local or cloud models with retrieved context.
LOCAL OR CLOUDIMPLEMENTATION
Next.js interface · FastAPI async backend · FAISS retrieval · Docker Compose deployment
02 / THE EXPERIENCE
From a question
to useful context.
The system connects support questions with maintained material. These interface sketches explain the workflow; they are illustrative diagrams, not captures of the signed-in application.
Illustrative workflow visualNot live product UI
Knowledge librarySEARCH CONCEPT
Search maintained support knowledge↵
Product guidanceMaintained support article · source passage
↗Service knowledgeVersioned wiki material · source passage
↗Example labels only · no customer or product records shown
BBriopedia / support chat conceptILLUSTRATIVE
Where is the current guidance for a filter-change question?
B
Here is the matching support material.
A response concept grounded in retrieved passages from the maintained knowledge base.
SOURCE · KNOWLEDGE ARTICLEAsk about support knowledge…↑
Diagram illustrates the source-grounded interaction pattern
03 / WHY THE ARCHITECTURE MATTERS
Knowledge can change.
Its history stays visible.
Maintain the source
Support material lives in a wiki that can be edited and reviewed over time.
Retrieve before responding
FAISS search finds relevant corpus material to provide context to the chat layer.
Choose the model environment
The provider-agnostic design supports local or cloud model options behind the backend.
BRIOPEDIA BRAND ILLUSTRATION04 / BUILD NOTES
A practical stack for an internal tool.
The interface, API, searchable knowledge, and model connection are packaged as a Docker Compose deployment. The architecture keeps the library and answer workflow connected while leaving the model provider replaceable.
Next.jsFastAPIGit-backed wikiFAISSLocal + cloud LLMDocker Compose
Architecture summary from verified project documentation. No performance, revenue, or customer-impact figures are claimed.
TEREGON / APPLIED AI + SOFTWARE
Build systems that
keep the source close.
We bring this experience into new conversations about grounded search, support workflows, and software built around real operations.