Structured Product Catalog for AI

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Structured Product Catalog for AI

Inspired by a conversation on:

My First Million

My First Million

$30B Founder: How To Rank #1 In ChatGPT

Host: Sam Parr and Shaan Puri

Timestamp: 43:44 - 44:27

Listen to Episode • View Podcast • All Ideas from My First Million

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Feather Flow

Direct Quote

"One of the things that chat GPT and the AI engines really like is structured product catalogs."

Market Gap

Businesses struggle to present product information effectively for AI.

As AI engines increasingly serve as primary sources of information for consumers, businesses need to adapt their product presentation to meet the requirements of these technologies. Traditional e-commerce structures may not effectively communicate necessary details to AI systems, leading to missed opportunities for visibility and sales. Many businesses lack structured catalogs that allow AI to easily access and interpret product information, resulting in lower engagement and conversion rates. The challenge is to create a way for businesses to organize their product data in a manner that is optimized for AI consumption.

Summary

The proposed solution is to develop a service that helps businesses create and implement structured product catalogs designed specifically for AI engines. This would involve defining key attributes for products, such as size, color, inventory status, and delivery options, in a way that is easily digestible by AI crawlers. By ensuring that product information is well-structured, businesses can improve their chances of being featured in AI-generated responses. The target audience for this service would be e-commerce businesses and retailers that wish to enhance their visibility in an increasingly AI-driven marketplace.

Categorization

Business Model
Service
Target Founder
Technical
Difficulty
Medium
Time to Revenue
3-6 months
Initial Investment
$1,000-$10,000

Potential MRR (18-24 months)

Conservative
$3,000 - $7,000 MRR
Moderate (Most Likely)
$10,000 - $20,000 MRR
Optimistic
$20,000 - $40,000 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 15, 2025 • Analyzed on September 15, 2023 3:57 PM

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How should I validate this service idea before building it?

2:34 PM

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

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  2. MVP approach: Build a simple landing page to test demand
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2:35 PM

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

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Technical Strategy:

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