RBR · Recognized Before Recommended

The system must know which entity is yours.

Before a business, person, product or source can be considered in an answer, the system must identify the correct entity and connect the public information that belongs to it.

Published 2026-09-20Last reviewed 2026-09-20Independent framework analysis
Plain-English definition

Recognition is the first gate.

Recognized Before Recommended (RBR)A practical framework for examining whether public information clearly identifies the correct entity before search or AI systems retrieve its facts, represent it in an answer or place it among visible options.

A business may have a website, maps listing, social profiles, directories, reviews, licences, media and partner pages. RBR asks whether those sources form one coherent and believable public entity.

The sequence

From public evidence to customer action

01

Public record

Websites, profiles, directories, reviews, media and official records publish evidence.

02

Recognition

The system connects names, locations, ownership, services and official relationships to the correct entity.

03

Retrieval

The relevant service, location, qualification, policy or limitation must be available for the question.

04

Recommendation

The product or user may consider the entity among the available choices.

05

Action

The customer can call, book, visit, order or request a quote through a working route.

What should agree

One believable entity across many sources

Identity

Official name, ownership, history, people, credentials and legitimate alternate names.

Place and service

Locations, operating areas, products, services, specialties, availability and boundaries.

Relationships

Official websites, profiles, images, records, partners, media and contact routes.

Important boundary

Recognition is not approval—and recommendation is not guaranteed.

RBR is not legal verification, a licence check, a quality certificate or a secret ranking formula. Search and AI answers vary by time, location, wording, personalization, available sources and product design.

The framework identifies a necessary condition: a system has fewer grounds to use or recommend a business when it cannot confidently determine which business the information describes.

Published source and connected work

Follow the framework to its primary sources

The Great Morph

The broader shift from being found in a list toward being understood and chosen through an answer.

Visit The Great Morph →

IRefer Club

A separate company providing a practical business-visibility service built around clearer public information.

Visit IRefer Club →