---
id: ins_fact-can-have-running-free
operator: Pietro Montaldo
operator_role: 'I build and share AI tools and playbooks actually useful for non-techies | DM for custom trainings or join my next AI-agent building course on Maven'
source_url: https://www.linkedin.com/feed/update/urn:li:activity:7366859588115025921/
source_type: thread
source_title: 'Built a GPT-5 bot that scrapes 200+ of my competitor ads weekly and emails me a report'
source_date: 2026-04-10
captured_date: 2026-05-02
domain: [pmm, marketing, content]
lifecycle: [messaging-narrative, content]
maturity: frontier
artifact_class: framework
score: { originality: 3, specificity: 4, evidence: 3, transferability: 4, source: 3 }
tier: B
related: []
raw_ref: raw/linkedin/reactions/linkedin-reactions-2026-04-10.md
---

# The fact that you can have this running for free in 20 minutes, while last year you wou
## Claim
Built a GPT-5 bot that scrapes 200+ of my competitor ads weekly and emails me a report. Agencies charged $50K/year for this. I have published a V1 of this last month, and >400 people asked for it. I thought it was worth investing a few hours to make it better.

## Mechanism
One marketer told me, this is so useful that he was upset he did not build it himself.

## Conditions
Holds when: the operating context matches the post's stated frame (team shape, stage, tooling, buyer type).
Fails when: the practice is lifted into a different stage or buyer context without reworking the underlying mechanism.

## Evidence
> "The fact that you can have this running for free in 20 minutes, while last year you would have paid literally thousands to a paid ads agency, is outstanding for me."

· Pietro Montaldo, LinkedIn, 2026-04-10

## Signals
- Scrape copy and visuals of active ads
- Analyses each ad (Topic, CTA, message, target audience, visual)
- Upload the info in a repository spreadsheet

## Counter-evidence
No opposing view in current corpus.

## Cross-references
- (none in current corpus)