> 📄 Publié : [https://sja-garden.vercel.app/projets/linkedin-x-pipeline/publications-rs/4--publiés/contenu-ia-40-appels-gpt---en](https://sja-garden.vercel.app/projets/linkedin-x-pipeline/publications-rs/4--publiés/contenu-ia-40-appels-gpt---en)


"We use ChatGPT for our SEO content."


Great. How many API calls per page?


"... One?"


There's your problem.


1 prompt = 1 generic piece of content that Google has already seen 10,000 times.


My process for a single page:


1. Scraping the top 10 Google results for the keyword
2. Extracting entities, questions, angles used
3. RAG on 3-5 reliable industry sources
4. 8 to 12 GPT calls in few-shot for the outline
5. 15 to 20 calls for block-by-block writing
6. 5 calls for semantic optimization
7. Final human review


Total: 40 to 50 API calls per page.


Not 1.


The difference?


The 1-call content says the same thing as everyone else.
The 40-call content cites data, covers angles nobody else has touched, answers questions competitors ignore.


Google can tell the difference.
Readers can too.


I tested both approaches on the same site.
1-prompt pages: average position 34.
40+ call pages: average position 11.


Same site. Same domain. Same time period.


The problem isn't AI.
It's how you use it.


A hammer can drive a nail or build a house.
Depends on how many swings you take.


How many AI calls do you make per piece of content?