Novia AI - RAG for Product Knowledge
Your Team's Knowledge, Finally Accessible.
Every team has knowledge. Most of it lives in the wrong place — scattered across documents, wikis, and the heads of your most experienced people.
Novia brings it together.
One structured knowledge base. Every feature, every API, every rule — connected, queryable, and available exactly when your team needs it.
Ask in plain language. Get precise answers. From your IDE, your chat, anywhere.
The problem isn't that knowledge doesn't exist.
It's that nobody can find it when it matters.
"Where's the documentation for this feature?"
— Forty minutes of searching. Three browser tabs. One Slack message to a senior.
"Which API does this screen call?"
— Nobody wrote it down. Ask around. Hope someone remembers.
"There's an error in production. What does it mean?"
— Dig through code. Wake someone up. Guess and rollback.
"We have a new engineer starting Monday."
— Three weeks before they can contribute independently.
This is not a people problem. It's a systems problem. And it's costing your team more than you think.
Knowledge that works as hard as your team does.
Most documentation tools are built for writing and reading. Novia is built for querying.
Your engineers don't open a browser. They ask — from their terminal, their IDE, their AI coding assistant — and get answers that are specific, contextual, and accurate.
"What happens in step 3 of the checkout flow?" → Screen: payment_confirmation Calls: POST /v1/payment/initiate Validates via: POST /v1/auth/verify Business rule: MAX_AMOUNT_001 Error states: E_INSUFFICIENT, E_TIMEOUT
Not a search result. Not a link to a document. A direct, structured answer with the exact context needed to act.
How It Works
Three layers working together.
Structured Knowledge Graph
Features, user journeys, API contracts, business rules, screen specs, and error codes — stored as connected entities, not isolated documents. Every piece of knowledge knows its relationship to every other piece.
Semantic Search, Locally
Powered by vector embeddings that run entirely on your infrastructure. Query in natural language. Get results that understand context, not just keywords. No data leaves your network.
Plugs Into Your AI Tools
Novia connects to Claude Code, Cursor, and other AI coding assistants via Model Context Protocol (MCP). Your AI queries your knowledge base automatically — before it generates a single line of code.
Key Benefits
What changes when Novia is in place.
Engineers code with full context
No more assumptions. No more searching. The journey, the APIs, the rules — available in seconds from wherever they work.
Incidents get resolved faster
Query an error code. Get the cause, the affected flow, and the resolution steps — without escalating to whoever is on vacation.
New hires contribute sooner
Your product knowledge is in the system, not in someone's memory. New engineers have context from day one.
Product teams write better specs
Ask what already exists before designing something new. Stop reinventing. Start building on what's there.
Differentiation
Not a wiki. Not a search engine.
Most tools let you search for documents.
Novia lets you query your product.
The difference:
A wiki returns "here is a page that mentions payment flow."
Novia returns "the payment flow has 4 steps, calls these APIs in this order, enforces these rules, and these are the errors your code needs to handle."
One gives you a starting point.
The other gives you the answer.
How Knowledge Stays Current
Built to stay up to date.
The reason most documentation fails is maintenance. Nobody updates it. Novia is designed around this reality.
Auto-scan from your codebase
Point Novia at your repository. It extracts API contracts, screen definitions, and business logic — and maps them to the right features automatically.
OpenAPI import
Upload your service spec. Novia parses it, links endpoints to the right features and journeys, and flags what's changed since the last version.
Embedded in your workflow
Engineers update KB as part of closing a ticket. Not as a separate chore — as a natural step in shipping.
Change tracking built in
Every update is logged. Every component knows whether it's in development, staging, or production. Stale knowledge gets flagged before it causes problems.
Security
Your knowledge stays yours.
Runs on your infrastructure
No SaaS. No shared servers. Novia runs on your own hardware, on your own network. You control everything.
Local AI by default
Embedding and reasoning run locally. No knowledge is sent to external services unless you explicitly configure it.
Sensitivity tiers
Mark knowledge as Public, Internal, or Confidential. Confidential knowledge never reaches any external model — by design, not by policy.
No vendor lock-in
Your knowledge lives in standard PostgreSQL. Export it anytime. Take it anywhere.
Results
What teams actually see.
Incident resolution time
From hours to minutes. When anyone on the team can query an error code and get a resolution path, escalation becomes the exception — not the default.
Onboarding speed
New team members contribute meaningfully within days, not weeks. The knowledge they need is in the system, not locked inside colleagues' calendars.
Code accuracy
When engineers code with correct context from the start — the right API, the right schema, the right constraints — rework drops significantly.
Knowledge retention
When your most experienced person leaves, their knowledge stays. It was never just in their head.
CTA
Self-hosted. No per-seat pricing. No lock-in.
Novia runs on your infrastructure. You pay for setup and onboarding — not a monthly fee for every person who uses it.
Your data. Your server. Your rules.
paduan.kata@gmail.com
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