AI infrastructure for highly regulated industries.

Ribera builds the harness for distributed teams: encrypted, zero retention, never trained on, with compliance applied to every user at runtime.

Archival filing room, records everywhere

Trusted by 240+ brokerages nationwide

Keller Williams Coldwell Banker Compass RE/MAX Sotheby's lpt realty Century 21
The problem

Regulated industries run on knowledge that was never structured.

The most valuable information in a brokerage, a lender, or a fund does not live in a database. It lives in PDFs, inboxes, call recordings, scanned forms, and spreadsheets. Models can generate answers, but they cannot act on knowledge they cannot see.

And once knowledge is organized, the rules around it become the hard part. Who may see what, in which state, under which license, is not a toggle. It is a decision that has to be made correctly for every user, on every request, every time.

General-purpose tooling was not built for this. Ribera was.

Threads on a loom, woven into structure
What we build

A harness for knowledge that has to obey the rules.

Ribera builds the infrastructure layer between an organization's data, its people, and every model or agent they run. Knowledge is structured once, governed always, and delivered wherever the team already works.

The platform includes:

The Ribera harness

One governed layer between enterprise knowledge and every model, agent, and product built on it. Encrypted, zero data retention, never used for training.

Compliance as code

Policies expressed as executable rules, federated to the individual user and applied at runtime. One identity per user, scoped across millions of vectors, resolved in milliseconds.

Structure from fragmented data

Documents, audio, video, PDFs, and CSVs ingested and organized into indexed, actionable knowledge your systems can safely use.

Everywhere teams work

The same governed knowledge delivered in the channels people already use: web, SMS, email, Slack, voice, and embedded widgets.

Web SMS Email Slack Voice Widgets

Latest releases

BrokerBot

AI teammates for real estate brokerages. BrokerBot answers, drafts, and routes work in the channels teams already use: web, SMS, email, Slack, voice, and embedded widgets.

DateJune 20, 2025
CategoryProduct
Detailsbrokerbot.ai
Visit BrokerBot

HotSheet

A CRM built on the Ribera platform. Contacts, pipelines, and quotes, structured from day one, with a full API and MCP server for programmatic access.

DateMay 25, 2024
CategoryProduct
Detailshotsheet.ai
Visit HotSheet

BrokerBench

An open benchmark for AI in regulated work. BrokerBench scores models and agents against professional licensing standards — deterministic, versioned, and auditable run over run.

DateSeptember 16, 2026
TypeRepository
View repository

At Ribera, we build AI for industries that run on trust.