Algorithm-Driven Content Curation Tool

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Algorithm-Driven Content Curation Tool

Inspired by a conversation on:

The Gray Area with Sean Illing

The Gray Area with Sean Illing

Why TikTok matters

Host: Sean Illing

Timestamp: 00:05:01 - 00:05:58

Listen to Episode • View Podcast • All Ideas from The Gray Area with Sean Illing

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Feather Flow

Direct Quote

"TikTok, when you open TikTok, it just goes. You can swipe. You cannot swipe. It's going to figure out how long you spend on each video."

Market Gap

Content creators struggle to engage audiences on social media.

Content creators often face significant challenges in capturing and retaining audience attention on social media platforms. Traditional methods require creators to rely on audience preferences and engagement metrics, which can be unpredictable. As audiences become more selective and inundated with content, the need for a solution that can tailor content delivery to individual user preferences becomes increasingly urgent. Current platforms, such as Facebook and Instagram, primarily function through user-generated followings rather than tailored algorithms, which can limit the reach and engagement of posts. This results in missed opportunities for creators to connect with potential fans or customers.

Summary

The idea is to develop an algorithm-driven content curation tool specifically for content creators that automates the process of tailoring content to individual audience preferences and engagement habits. This tool would analyze user interactions and viewing patterns to suggest optimal content types, posting times, and formats for each creator's audience. By leveraging AI similar to TikTok's recommendation system, this tool could help creators maximize engagement and growth without needing to constantly second-guess their audience's desires. Target users would include social media influencers, marketers, and businesses looking to enhance their online presence. The tool could incorporate features like real-time analytics and automated content suggestions, providing a seamless user experience.

Categorization

Business Model
SaaS
Target Founder
Technical
Difficulty
Medium
Time to Revenue
< 1 month
Initial Investment
$1,000-$10,000

Potential MRR (18-24 months)

Conservative
$3,000 - $6,000 MRR
Moderate (Most Likely)
$10,000 - $20,000 MRR
Optimistic
$25,000 - $50,000 MRR

* Estimates assume solo founder/bootstrap scenario with competent execution

Scores

Clarity
8/10
Novelty
8/10
Feasibility
7/10
Market Potential
9/10
Evidence
8/10
Overall
8/10
Found on September 29, 2025 • Analyzed on September 29, 2025 10:06 AM

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How should I validate this saas idea before building it?

2:34 PM

Great question! For a saas idea like this, I'd recommend starting with these validation steps:

  1. Customer interviews: Talk to Technical to understand their pain points
  2. MVP approach: Build a simple landing page to test demand
  3. Competitor analysis: Research existing solutions and identify gaps

Would you like me to help you create a specific validation plan for your medium difficulty idea?

2:35 PM

Yes, and what about the technical implementation? Should I build this myself or hire a team?

2:36 PM

Based on your idea's complexity and < 1 month, here's my recommendation:

Technical Strategy:

  • Start with no-code tools for rapid prototyping
  • Consider your technical background and available $1,000-$10,000
  • Plan for scalability from day one

I can help you create a detailed technical roadmap and resource allocation plan...

2:37 PM

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