One read, on every surface that makes.
You don’t integrate tool by tool. You expose one profile, and every tool that can call an API already knows how to ask.
Connect once
Point any MCP-capable tool at Aravi, or hit the REST API directly. There’s no per-tool plugin to build or maintain.
Ask for exactly what’s needed
A copy tool asks for voice and vocabulary. An image model asks for palette and imagery rules. Each request is scoped, not a dump of the whole profile.
Answered before the pixel renders
Reads return in milliseconds, so nothing waits on a human forwarding a brand deck before a tool can start.
What guessing costs you.
more likely off-brand AI content is to cost trust than build it. That risk starts the moment a tool has to guess instead of ask. Query removes the guess — every request gets a straight answer from the profile itself.
Query depends on what came before it.
Query reads the profile Ingest built, and Validate checks new work against that same source.
Every tool you already use can read it.
No plugin marketplace, no per-tool integration. If it can call MCP or hit a REST endpoint, it can read your brand profile today.