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Ragnight — Knowledge agent network

Your company's knowledge,
finally alive.

In most companies, knowledge lives in a few people's heads, scattered across Slack, Drive and Notion. Ragnight deploys a network of agents that capture that knowledge, fill the gaps, verify its consistency and spread it: automatically, on your base.

Your base
The problem

Knowledge that's concentrated, dependent, perishable

In people's heads

Critical knowledge rests on 2-3 experts. If they leave or are away, the team is stuck.

Scattered

Spread across tools and chats, never captured. We re-ask, redo, forget.

Perishable

Decisions contradict each other, documents age, and nobody notices.

The answer

Four roles, one network

Each agent has a precise job. Together they form a continuous chain: from captured knowledge to the answer delivered — and back.

Capture

Turn the ephemeral into documented knowledge.

Tribal Knowledge Miner

Mines chats for decisions, how-tos and unwritten facts.

Meeting → knowledge

Turns transcribed meetings into structured minutes.

Departure Interviewer

Before someone leaves, captures what only they know.

FAQ from chat

Spots recurring questions and turns them into FAQ entries.

Competitive Intelligence

Produces market & competitor reports on a schedule.

Fill

Measure the gaps and fill them intelligently.

Gap Filler

The pilot. Per gap: complete an existing doc, fill a template, or propose one — never inventing.

Answers Scorecard

Tests the base against your key questions and scores whether it can answer.

Verify

Keep the base consistent and fresh.

Contradiction Scout

Flags when two sources contradict — on analysis, and at the moment of a decision.

Freshness Curator

Spots long-untouched documents to confirm or archive.

Steer & spread

Put knowledge to work for the whole company.

Knowledge Director

The meta-agent: each month it reads the fleet's activity and computes the P&L of your knowledge.

The chat (assistant)

Spreads knowledge to everyone — and every unanswered question feeds the Gap Filler.

What makes it unique

Not isolated bots — a self-improving organism

The agents don't work in silos. They hand off to one another: one's output becomes the next one's input.

Spread Capture Fill Verify the base grows with every loop — the more it's used, the more complete it becomes
→ An unanswered question in the chat is routed to the Gap Filler, which handles it.
→ A meeting that decides triggers the Contradiction Scout against established knowledge.
→ Every output goes through the Review Center: nothing is published without human validation.
→ The Knowledge Director reads the whole fleet and quantifies its value.

Why this network exists nowhere else

1

Knowledge-first, not just “answer”

Most tools draw on your knowledge to answer. Ragnight works the knowledge upstream: it captures, structures, completes and measures it. The answer is just the tip.

2

A network that feeds itself

The agents are connected: one's output triggers the next. A self-learning loop — each conversation reveals a gap, each gap becomes a task, each task enriches the base.

3

Humans stay in control

Nothing is published silently. Every agent proposal lands in the Review Center — approve, fix, dismiss. Trust before automation.

4

It reuses before creating

Rather than piling up duplicates, it completes the existing document, proposes a template to fill, and detects drift — via semantic similarity and embeddings.

5

Consistency guardian at the source

The instant a meeting decides something, the agent checks it doesn't contradict established knowledge. Drift is caught on day one, not three months later.

Your company's memory,
for your AI assistants.

Knowledge that no longer depends on a few people, no longer scatters, and updates itself.