Your codebase has answers.
Your agents can't find them.
Flow builds a living, evidence-backed knowledge graph from your repos, Slack, Linear, and meetings — so every agent, every engineer, every new hire starts from ground truth instead of tribal memory.
hey @flow — if we rename the user_id field in the payments API response, what breaks?
3 services depend on payments.user_id with confirmed usage contracts:
- • notification-service reads it to fan-out alerts notification/src/handlers/payment.ts:47
- • analytics-pipeline writes it to the events store analytics/jobs/ingest.py:112
Flow Ask — Subgraph
Transparent, auditable context for every automated action.
The Problem
Context is scattered. Agents and engineers fly blind.
Your codebase knows which services call which APIs. Your Slack knows why decisions were made. But none of it talks to each other — so everyone re-discovers the same things.
Tribal memory leaks
The engineer who knew why that API field exists left. Now you're guessing — and your coding agent is making things up.
No visibility
Renaming a field or changing a schema — you ship it and find out in prod which undocumented consumers break.
No grounding
Coding agents write code without knowing the architecture or the decisions that came before. Hallucinations are inevitable.
How it works
Three steps from chaos to ground truth
Flow automatically indexes your infrastructure and turns tribal knowledge into executable evidence.
Connect your sources
Point Flow at your GitHub, Slack, Linear, and meeting notes. Everything runs inside your own infrastructure — flow up and you're running.
Build the evidence graph
Agents index every repo into a graph. Every node carries evidence, confidence, and provenance down to file:line. Nothing enters without backing.
Answers everywhere
The living graph powers Slack questions answered with citations, Linear tickets pre-loaded with code truth, and blast-radius visibility for any change.
Platform Features
Ground truth at every layer
Slack bot with citations
Answers questions in-thread with graph node citations, file:line references, and links to related past discussions.
Context on every ticket
Auto-maintained sections on every ticket with code truth + related discussions. Know exactly what breaks before you start.
Blast-radius answers
"If I change this API field, who cares?" Answered from usage contracts with file:line evidence — not guesses.
Ask page + Subgraph
A dashboard where every answer comes with its evidence subgraph visualized. No black box hallucinations.
Granular audit logs
Full audit log of everything the agent does and why. Every automated action is a toggle you control.
Fully self-hosted
Runs on your own infra. Your data never leaves your network. One admin token guards everything.
Get Started
Give your team ground truth
Flow is in private beta. If you're building with agents and tired of context rot, let's talk.
samyak@pixelapps.io · No forms, just an email