Conflux LogoConflux

Your team’s knowledge,
finally findable.

Conflux combines a document editor, AI-powered search, and automatic expert discovery - so your team stops losing knowledge in Slack threads and stale Notion pages.

Free to use · Open source · No credit card required

The problem

Every team has a knowledge problem.Nobody has solved it.

Knowledge lives in the wrong places

Docs in Google Drive nobody can find. Answers in Slack threads that scroll away. Decisions in one person’s head who just quit.

Search returns documents, not answers

You search “payment retry logic” and get eight documents to read. You wanted a two-sentence answer. You have a bug to fix.

Nobody knows who knows what

The new engineer asks the wrong person. The senior engineer gets interrupted for the fourteenth time this week. Same question, answered from scratch, again.

How Conflux fixes this

Three things no single tool does together.

Search

Ask a question, get an answer.

How does payment retry work?
The AI isn’t fully confident about this answer.

Failed charges retry twice over 48 hours. The billing worker records each attempt, then posts the final status into the customer workspace.

A

Consider asking Anika Menon

Top expert on Payments · 184 pts

Sources

Billing retry runbookMaya
Failed charge handlingAnika

Q&A

Ask, verify, improve.

How does payment retry work?

Asked by Marcus · 2 hours ago

AI-generated draft
The AI isn’t fully confident about this answer.
A

Consider asking Anika Menon

Top expert on Payments · 184 pts

Failed charges retry twice over 48 hours. The billing worker records each attempt, then posts the final status.

Accepted answer

The retry runs on a 24h cycle. First attempt at T+24h, second at T+48h. After both fail, the charge is marked "final" and the customer gets a notification.

Answered by Anika · verified by Marcus

Expert discovery

Know who knows what.

Top experts

AM

Anika Menon

Payments · 184 pts

PR

Priya Rajan

Integrations · 142 pts

JL

James Lee

Auth · 97 pts

SK

Sarah Kim

Deployment · 83 pts

MC

Marcus Chen

Billing · 71 pts

How it works

From question to answer in seconds.

Engineering

Runbooks, architecture notes, and launch questions.

12
Documents
9
Questions asked

Documents

New doc →

Billing retry runbook

Maya

Launch checklist

Rohan

Auth architecture notes

Anika

Questions

Ask a question →

How do retries work after a failed charge?

Payments · 2 answers

Who owns invite permissions?

Platform · 1 answer

Where is the release checklist?

Product · 3 answers

01

Write your team’s knowledge

Create spaces for Engineering, Product, Operations — whatever your team needs. Write documents in a clean editor. Tag them by topic.

02

Ask anything

Search with a question, not keywords. Conflux embeds your query, finds the most relevant content using vector similarity search, and synthesises a grounded answer from your own documents.

03

Verify and improve

Post questions your team asks repeatedly. The AI drafts answers. Teammates verify them. Verified answers enter the search index — the knowledge base gets smarter every time someone contributes.

04

Discover your experts

Conflux scores every contribution silently. Who wrote the most about payments? Who’s answered the most auth questions? The right person surfaces automatically when the AI isn’t confident enough.

Under the hood

Built on real infrastructure, not demos.

pgvector semantic search

Every document is chunked and embedded into PostgreSQL with pgvector. Cosine similarity retrieval — no separate vector database needed.

Grounded RAG pipeline

Retrieved chunks are passed to Gemini with a strict grounded-answer prompt. The AI only answers from your documents. No hallucination.

Self-building knowledge graph

Expert scores accumulate from writing, answering, and peer acceptance. The expertise map builds itself from behaviour — nobody fills in a profile.

Human-in-the-loop verification

AI drafts answers. Humans verify them. Accepted answers re-enter the search index as a new embedded source — improving retrieval over time.

Workspace isolation

Every team’s data is fully isolated by workspace. Row-level access control enforced at the API layer on every query.

Open source

Every line of code is on GitHub. No black boxes. Read it, fork it, deploy it yourself.

Built for teams that move fast andcan’t afford to lose knowledge.

Engineering teams

Stop answering the same questions about the codebase. Runbooks, architecture decisions, and deployment guides — searchable and AI-answerable in seconds.

Runbooks184

Product teams

Keep specs, decisions, and research findable. When someone asks “why did we build it this way”, the answer is one search away — not buried in a two-year-old Notion page.

Specs96

Onboarding new teammates

New hire asks a question on day one. Conflux answers it from your team’s own docs. They’re productive faster. Your senior engineers stay in flow.

FAQs42

Your team’s knowledge shouldn’t
live in one person’s head.

Conflux is free, open source, and ready to use today.