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Purpose

Generates visibility tracking prompts for products. These prompts are used by the daily cron to check if products are being recommended by AI platforms.

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Architecture

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Pipeline Flow

This endpoint is the second step in a 3-step product pipeline: 
1. discover-products
   └── Extract products from content
   └── Return entity_ids

2. generate-product-prompts (this endpoint)
   └── Takes entity_ids from step 1
   └── Generates 10 prompts per product
   └── Saves to entity_prompts_tracker

3. generate-product-llms-txt
   └── Takes entity_ids from step 1
   └── Generates /llms/{slug}.txt files

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How Prompts Are Used

These prompts are later used by the daily cron job:
  1. Sample prompts - Cron samples 10 prompts per day
  2. Check visibility - Query 8 AI platforms with each prompt
  3. Store results - Update entity_prompts_tracker with pass/fail per platform
  4. Calculate score - Aggregate into visibility score

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Code Location

src/app/apis/cron/generate_product_prompts/routes.py
src/app/shared/products/discover.py  # generate_prompts_for_product()
src/app/shared/prompts/service.py    # Underlying prompt generation