Metrics & Scores

Brand Generosity Score

Also known as: Platform brand density, Mention capacity

Brand generosity score measures how many brands an AI platform typically includes when answering recommendation queries.

Full Explanation

Brand generosity score measures how many brands an AI platform typically includes when answering recommendation queries. High generosity (like Gemini at 3.7-11.9 brands per response) means more opportunities to be included. Low generosity (like GPT at 0.1-3.0 brands) means fiercer competition for limited mention slots. Understanding generosity helps set realistic visibility targets per platform.

Research Insight

Our Cross-Model Stability Analysis research found: GPT: 0.1-3.0, Gemini: 3.7-11.9 brands/response

Read the full research

Related Terms

Deep Dive

The State of AI Visibility

Learn how AI visibility works, what metrics matter, and how brands go from invisible to recommended.

Read the Guide

Ready to Measure Your AI Visibility?

See how your brand performs across ChatGPT, Claude, Gemini, and more.

© 2025-2026 Rankfor.AI™ All rights reserved.

Ask AI about Rankfor.AI

Rankfor.AI sp. z o.o., Skarbowcow 23B, 53-025 Wroclaw, Poland

KRS: 0001190083 | NIP: 8993033605

We use cookies

We use essential cookies to make our site work. With your consent, we may also use analytics cookies to understand how you use our tools (like the Dice Roller) so we can improve them. Learn more