---
id: "quote-algorithm-training"
type: "quote"
source_timestamps: ["00:09:09"]
tags: ["best-practices", "data-scraping"]
related: ["claim-algorithm-training-necessity", "action-train-algorithm"]
speakers: ["Alessio Bertozzi"]
speaker: "Alessio Bertozzi"
sources: ["ccc"]
sourceVaultSlug: "claude-automated-content-system-2026May14"
originDay: 2
---
# “Training the algorithm is crucial”

## Quote

> *"If you're searching for content specifically to business or to sales, and in your explore page there's memes or there's completely random things, that will not really help Claude and it will spend more time on the task which will also consume more credits."*
>
> — [[entity-alessio-bertozzi|Alessio Bertozzi]] (00:09:09)

## Context

This quote justifies [[action-train-algorithm]] and [[claim-algorithm-training-necessity]]. The mechanism: [[concept-browser-automation]] only sees what the Instagram Explore page surfaces, so a noisy Explore feed = wasted Claude credits and a low-quality Creator List.

## Connects To

- The credit-consumption concern raised in [[question-claude-credit-consumption]]
- The broader argument that this architecture is **Explore-dependent** rather than search/API-dependent