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Entity Strengthener

GPTClaudeGemini··▲ 1,317 copies·updated 2026-07-14

entity-strengthener.prompt

---
version: 1.0
tested_model: claude-sonnet-4-6
tested_date: 2026-05-13
category: geo
---

# Entity Strengthener

**Category:** GEO
**Model tested:** Claude Sonnet 4.6
**Last updated:** 2026-05-13

## What it does

Identifies weak or underspecified entities in your content (brand names, people, products, locations, topics) and suggests how to describe them more completely. AI systems rely on entities to understand what content is about — weak entities mean your content gets passed over.

## Input needed

- Page content or section of copy
- Your brand name and what it does (for context)

## Prompt

when to use it

Community prompt sourced from the open-source GitHub repo d-gnwconsulting/gnw-marketing-prompts (MIT). A "Entity Strengthener" style prompt — adapt the placeholders and specifics to your task. Imported as-is and not independently retested here, so check the output before relying on it.