VoXorian
Reuse your best content, reviewed

Your best answers,
reused everywhere the AI drafts.

The Knowledge library is a reusable store of your questions and answers, boilerplate, and proof points — searched semantically, not just by keyword. It's the first thing the AI pulls from when drafting, so every answer is grounded in and cited back to your approved content.

Approved content in, grounded drafts out — with citations you can trace.

The library is the engine behind every draft

Drafting doesn't start from a blank page or a generic model guess. It starts from your library — the AI retrieves your approved content first, then writes, then cites what it used.

01
Retrieve

A semantic (vector) search finds your most relevant approved answers, boilerplate, and proof points.

02
Ground

The draft is written from that retrieved content — grounded in what your team has already approved.

03
Cite

Every answer is cited back to the library entries it drew on, so the draft stays traceable and defensible.

A library built to be trusted and reused

Not just a place to dump documents — a reviewed, permissioned, measured knowledge base your whole team can stand behind.

Semantic search

Find content by meaning, not exact wording. Vector search surfaces the right answer even when the new question is phrased completely differently.

Grounded, cited drafting

The library is the first thing the AI pulls from. Every drafted answer is grounded in your approved content and cited back to it.

Color-team reviews

Keep quality high with pink / red / gold team review workflows and a review queue, so content is checked before it's relied on.

Freshness & approval states

Freshness tracking and approval states tell you what's current and what's drifting, so stale answers don't quietly find their way into a draft.

Reuse analytics

Reuse is tracked, and your best-reused entries surface in reporting — so you can see which content is actually carrying your proposals.

Scoping & permissions

Content can be scoped and permissioned, so sensitive material is reused only where it should be and the right people control it.

One spine, every draft

The same library powers proposals and grants

Whether the AI is drafting a federal proposal section or a grant narrative, it pulls from the same reviewed library and cites the same approved content — so your best answers compound across every pursuit instead of being rewritten from scratch.

Turn your best content into your fastest drafts

We'll show you how the library grounds a draft end to end — semantic search, grounded writing, and citations back to your approved content.

Book a demo