---
id: ins_reddit-also-becoming-top-source
operator: Haider Shawl
operator_role: 'Founder @ Lumen | Win customers from ChatGPT, Gemini | Prev: Founding Engineer @ Blaze AI (YC W22), Founder Q&A Bot (acq)'
source_url: https://www.linkedin.com/feed/update/urn:li:activity:7355624106144264192/
source_type: thread
source_title: 'I turned a viral LinkedIn post into a free tool, and it’s finally live'
source_date: 2026-04-10
captured_date: 2026-05-02
domain: [growth-demand, marketing, strategy]
lifecycle: [growth-loops, strategy-bets]
maturity: frontier
artifact_class: framework
score: { originality: 3, specificity: 3, evidence: 2, transferability: 4, source: 4 }
tier: B
related: []
raw_ref: raw/linkedin/reactions/linkedin-reactions-2026-04-10.md
---

# Reddit is also becoming a top source for AI-generated answers

## Claim
I turned a viral LinkedIn post into a free tool, and it's finally live. 3 weeks ago, I shared how I drove thousands of visitors to my side project by reverse-engineering high-ranking Reddit posts. Close to a thousand founders, marketers, and indie hackers commented "REDDIT" asking for help.

## Mechanism
🔎 Drop in your product URL, and it surfaces viral Reddit threads that already rank on Google, so you can tap into buyer intent, not just random traffic.

## 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
> "Reddit is also becoming a top source for AI-generated answers."

· Haider Shawl, LinkedIn, 2026-04-10

## Signals
- The team observes the pattern repeating across multiple cycles before naming it.
- Practitioners stop questioning the discipline once results compound.
- Skipping the step shows up as friction within one or two iterations.

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

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