Claude Code built me a $273/Day online directory

Claude Code built me a $273/Day online directory

How to Build a Profitable Online Directory

Introduction to Online Directories

  • The speaker introduces the concept of starting a startup that generates passive revenue between $2,000 and $10,000 monthly with minimal weekly effort.
  • An online directory is recommended as a viable business model, defined as a website containing various links and data.
  • The episode features Frey, an expert on directories, who explains how to use Claude Code for building effective online directories.

Importance of Online Directories

  • Despite perceptions of being boring compared to mobile apps or SaaS products, online directories can attract thousands of visitors automatically.
  • Examples are shared of individuals earning millions annually through online directories, some even integrating apps into their offerings.

Learning Objectives

  • By the end of the episode, listeners should understand how to utilize cloud code for creating AI-coded directories and focus on acquiring valuable data.

Interactive Segment: Guessing Game with Directories

  • Frey proposes a game where he shares examples of successful directories while the host guesses their traffic and monetization methods.

Example 1: Parting.com

  • Parting.com is introduced as a funeral home directory; the host estimates its traffic at 100,000 visits per month.
  • Actual traffic is revealed to be around 61,000 organic monthly visitors.
  • Monetization primarily comes from lead generation rather than ads; it reportedly earns over $1 million annually.

Insights on Monetization Strategies

  • The majority of revenue stems from software services offered alongside the directory (Parting Pro), which assists funeral homes in managing arrangements and marketing efforts.

Example 2: PlaceForMom.com

  • This directory focuses on senior living options; initial traffic estimates by the host suggest over 50,000 visits per month.
  • Actual figures show around 824,000 organic monthly visitors. Revenue estimates range widely but could be around $50 million annually based on lead generation strategies.

Lead Generation and Directory Models

Overview of Directory Models

  • The discussion begins with a simple yet effective directory model for senior living homes, where the platform collects a portion of the first month's rent or a fixed fee for each referral.
  • GasBuddy.com is introduced as another example, functioning as a crowdsourced directory that provides users with local gas prices by entering their zip code.

Traffic Insights and Monetization Strategies

  • The speaker notes that GasBuddy has achieved over 100 million downloads, highlighting its data moat as an interesting business aspect.
  • Despite appearing simplistic, GasBuddy attracts 1.1 million organic monthly visitors and generates significant revenue through ads and partnerships.
  • Their primary monetization strategy includes a debit card service partnered with Mastercard, allowing users to save on gas expenses.

User Engagement Techniques

  • The historical context reveals how GasBuddy incentivized user participation through public leaderboards and giveaways, such as e-bikes in 2004.
  • Users could earn points for reporting gas prices, which would enter them into contests—an effective use of gamification to drive engagement.

Alignment of Monetization with User Needs

  • The speaker emphasizes that GasBuddy's monetization aligns well with user motivations, contrasting it with other directories that require outbound sales efforts.

Key Takeaways on Data Utilization

  • Successful directories typically help users save time or money while also providing opportunities to earn money.
  • Price transparency emerges as a critical factor in enhancing user experience within directories; many industries lack this feature.
  • The conversation concludes by stressing the importance of data as a competitive advantage in directory models and suggests leveraging AI for data acquisition.

How to Monetize Directories?

Understanding Directory Monetization

  • The monetization of directories varies significantly based on the niche, and while display ads or lead generation are common methods, creativity in offers can yield diverse results.
  • A personal example illustrates that a directory can be built quickly; the speaker created one in just four days from a large unorganized dataset.

Case Study: Luxury Restroom Trailers Directory

  • The speaker showcases a well-organized directory for luxury restroom trailers, highlighting its appeal due to high rental prices for events like weddings and corporate functions.
  • In contrast, an earlier attempt at creating a directory (portaottymatch.com) was poorly executed with low-quality data and design, yet still generated leads unexpectedly.

Insights from Poor Data Curation

  • Despite the initial poor quality of the first directory, it attracted several leads including significant inquiries such as one from the New Mexico State Fair worth over $20,000.
  • This experience revealed a substantial demand in the market for porta potty services despite inadequate presentation and data curation.

Building Better Directories with Cloud Code

  • The speaker emphasizes learning from past mistakes and leveraging tools like Cloud Code to improve data handling processes when building directories.
  • A structured seven-step process is introduced for using Cloud Code alongside an open-source GitHub repository called Craw for AI to streamline data curation efforts.

Efficient Data Scraping Techniques

  • The speaker notes that they saved over 2,000 hours by automating data cleaning processes instead of manually verifying listings.
  • Initial costs were kept low at under $250 total; this included subscriptions and API credits necessary for effective data management.

Steps to Build Your Own Directory

  • Key steps include identifying your niche (e.g., luxury restroom trailers), utilizing Cloud Code effectively, and understanding user needs through online discussions across various platforms.
  • The first step involves scraping relevant data using tools like OutScraper which is highlighted as cost-effective compared to other alternatives.

Data Cleaning and Automation Techniques

Introduction to Data Challenges

  • The speaker discusses the challenge of managing a massive dataset of 71,000 rows, emphasizing the need for extensive data cleaning.
  • Initial cleaning involves removing obvious junk data such as listings without business names or addresses, permanently closed businesses, and irrelevant entries like big box retailers.

Utilizing Cloud Code for Data Cleaning

  • A prompt was created to instruct Cloud Code to clean five CSV files based on specific criteria, reducing the dataset from 71K to 20K listings.
  • After superficial cleaning, the next step is automating verification of whether these listings are luxury restroom trailers.

Implementing Crawford AI for Web Scraping

  • The speaker introduces Crawford AI, an open-source web crawler and scraper that can be installed locally.
  • Despite being new to AI coding, the speaker successfully installs Crawford AI with assistance from Cloud Code in about 15 minutes.

Workflow Demonstration with Cloud Code

  • The speaker demonstrates how to use Cloud Code alongside Crawford AI by analyzing a smaller sample size of porta-potty companies.
  • A quick run identifies three luxury candidates out of ten businesses using keywords related to restroom trailers.

Tips for Efficient Data Processing

  • The speaker shares their non-technical background and encourages others who may feel intimidated by technology to learn cloud code.
  • Using additional modules like async webcrawler allows concurrent crawling of multiple websites, significantly saving time during data processing.

Results and Next Steps in Data Enrichment

  • The process reduces 20,000 websites down to 725 verified luxury restroom trailers with confidence ratings provided in the results.
  • Moving forward involves enriching this data by identifying what each trailer offers; most inquiries focus on two-stall or three-stall options suitable for events like weddings.

Data Enrichment Process with Craw for AI

Overview of the Data Enrichment Process

  • The speaker discusses the need to upgrade their claw before burning tokens, indicating a preparatory step in their data enrichment process.
  • They emphasize the importance of checking edge cases after each pass when enriching data, highlighting that initial attempts with large datasets resulted in low-quality outputs.
  • The speaker shares personal experiences of rerunning processes multiple times to ensure high-quality data and complete stall information for listings.

Scraping Trailer Images

  • The next focus is on scraping trailer images using Craw for AI, acknowledging the gray area of legality involved in this practice.
  • They describe instructing Claude Code to scrape high-quality images based on alt text and file names from business websites, aiming for better results than previous attempts which yielded poor quality images.
  • A workaround was developed to filter out unwanted images by sending top candidates to Claude Vision for evaluation, costing around $30 and taking about an hour for 700 listings.

Legal Considerations and Image Usage

  • The speaker notes that while scraping images can be risky without rights, many small businesses may not have clear terms of service regarding image usage.
  • They clarify that having rights to use images is essential when posting them online but acknowledge the challenges posed by local businesses lacking formal policies.

Directory Functionality Without Images

  • It’s mentioned that directories can still rank and attract traffic without extensive image use; however, they wanted to demonstrate a specific use case involving image scraping.
  • The speaker suggests alternative methods such as using public or stock images instead of scraping, emphasizing caution due to potential legal risks.

Creative Aspects of Directory Design

  • Acknowledgment is given to a previous website design described as "crappy," with compliments on its logo and mascot's approachability being noted positively.
  • Plans are shared about incorporating more character into the new directory design while recognizing it remains unfinished at about 60% completion.

Enhancing Features and Amenities Identification

  • The process continues with identifying amenities and features; initial runs were flawed due to irrelevant words being included as features.
  • Improvements were made by refining prompts based on past mistakes, focusing on identifying relevant pages effectively.

Creating Effective Directories: A Step-by-Step Guide

Overview of Directory Features

  • The speaker discusses the development of a directory for restroom trailers, highlighting various features that enhance user experience.
  • Users can filter options based on specific amenities like running water, allowing for a tailored search experience.
  • The importance of service area information is emphasized, particularly for businesses catering to remote locations.

Data Enrichment Process

  • The speaker outlines a seven-step process (or potentially eight steps depending on niche) for enriching data in directories.
  • Adjustments were necessary when businesses had inconsistent location data across states, showcasing the need for careful data management.

Niche Directory Opportunities

  • There are significant opportunities in creating niche directories within competitive spaces, such as senior living homes specifically catering to dementia patients.
  • Targeting high-ticket niches can yield better results than broader categories due to less competition and more focused audience needs.

Examples of Successful Directories

  • The concept of specialized directories is reinforced with examples like ADA accessible bathroom contractors and public databases that provide valuable but underutilized information.
  • A community member successfully created a tap water quality directory without backlinks, demonstrating the potential for success in seemingly mundane topics.

Challenges and Future Directions

  • Event directories are criticized for their poor user experience; however, there’s potential to improve them through better scraping techniques and aggregation from multiple sources.
  • The speaker shares personal experiences at events to illustrate the shortcomings of current event discovery methods.

Final Thoughts on Building Directories

  • Once data is collected and cleaned, it forms the foundation of any directory. This stage allows creators to innovate freely with design and functionality.
  • While building directories can be time-consuming initially, they offer long-term value if approached correctly. However, quick financial returns may not be realistic within six months.

Exploring the Value of Directories in Learning and Business

The Role of Directories as a Learning Tool

  • The speaker expresses a belief that directories serve as an excellent platform for learning about coding, SEO, and lead generation, emphasizing their structured approach to projects.
  • The first directory built by the speaker was primarily a learning vehicle, highlighting its simplicity and effectiveness in acquiring high-leverage skills like AI coding and SEO.

Distribution Strategies for Businesses

  • The speaker identifies three primary distribution methods: ads, organic social media, and SEO. They stress the importance of focusing on distribution from the outset.
  • Directories provide an advantage in SEO due to their topical relevance; creating numerous pages around a specific niche can enhance search rankings significantly.

Building Online Assets

  • Directories can be built at low costs (under a few hundred dollars), allowing entrepreneurs to make small bets that could potentially yield substantial returns.
  • The speaker warns that SEO takes time to develop; for immediate income needs, alternative strategies like flipping items may be more effective.

Long-Term Business Expectations

  • Success in any startup requires patience and iteration; businesses should not expect overnight results regardless of their model or industry.

Future of Directories with LLM Integration

  • A discussion arises regarding how large language models (LLMs), such as ChatGPT, might impact directories' roles in product discovery versus decision-making phases.
  • The speaker argues that users browsing directories are often past the discovery phase and are making informed decisions based on thorough comparisons rather than quick selections.

Local SEO's Continued Relevance

  • For complex decisions involving significant consequences (e.g., healthcare or legal services), users will likely prefer detailed comparisons found through directories over LLM suggestions.
  • Price sensitivity drives consumers to seek out directories for better deals, reinforcing their ongoing relevance despite advancements in technology.

Challenges with Product-Based Niches

  • Local SEO remains relatively unchanged; however, competition is fierce within product-based niches due to abundant content across various platforms.
  • The speaker prefers local queries for building directories since they present lower competition compared to broader product categories.

Understanding the Evolution of Directories in the Age of AI

The Shift to Marketplace Models

  • Discussion on how directories have transformed into marketplaces, allowing users to buy and sell businesses, emphasizing monetization through traffic.
  • Concerns about the future of lead generation as a business model; however, it is suggested that it will remain relevant despite advancements in AI search technologies.

Niche vs. Horizontal Directories

  • Argument presented that niche directories may thrive while horizontal directories could struggle due to specific user queries in an AI-driven search environment.
  • Explanation of how AI searches will provide fewer but more targeted results compared to traditional search engines, changing the landscape for directory visibility.

Building for the Future

  • Advice for entrepreneurs looking to create directories: focus on niche markets to adapt successfully to emerging AI search trends.

Community and Resources

  • Introduction of Frey Chu's resources including a weekly video channel and a free community with over 3,200 members dedicated to directory discussions and support.

Engagement and Future Discussions

  • Encouragement for audience engagement through likes, comments, and subscriptions; mention of previous discussions held annually with Frey Chu regarding directory evolution.
  • Recognition of Frey Chu’s clarity in explaining complex topics related to directories and his extensive knowledge base.
Video description

I sit down with Frey Chu to go deep on how to use Claude Code to build AI-coded directories, specifically how to tackle the hardest part: getting valuable data. Frey walks us through three real-world directory examples (a funeral home directory, a senior living directory, and GasBuddy), we play a game guessing their traffic and monetization, and then he does a full live walkthrough of the seven-step process he used to build a luxury restroom trailer directory in four days for under $250. I also ask him about the future of directories in a world where LLMs are changing how people search. Timestamps 00:00 – Intro 02:15 – What you’ll learn 03:00 – Directory Game:Parting(Funeral Home Directory) 05:42 – Directory Game: A Place for Mom (Senior Living Directory) 08:00 – Directory Game: GasBuddy (Crowdsourced Gas Price Directory) 12:32 – The Data Moat Thesis 14:02 – Luxury Restroom Trailers: The Niche Directory Demo 15:52 – Before & After: WordPress Directory vs. Claude Code Directory 19:04 – Cost Breakdown: Built in 4 Days for Under $250 21:23 – Step 1: Scraping Raw Data with Outscraper 22:25 – Step 2: Cleaning Data with Claude Code 23:27 – Step 3: Using Crawl4AI for Automated Website Verification 28:01 – Step 4: Enriching Trailer Inventory Data 31:33 – Step 5: Scraping & Verifying Images with Claude Vision 36:33 – Step 6: Amenities, Features & Filter Data 38:31 – Step 7: Service Areas 39:15 – Niche Directory Ideas: Dementia Care, ADA Bathrooms, Tap Water Quality 43:38 – For Naysayers: Is Building a Directory Worth It in 2026? 47:51 – LLMs, AI Search & the Future of Directories Links Mentioned: Outscraper: https://startup-ideas-pod.link/outscraper Crawl4AI: https://startup-ideas-pod.link/crawl4AI Key Points * Data is the moat for any successful directory — and with Claude Code plus Crawl4AI, the hardest part (data cleaning and enrichment) is now dramatically faster and cheaper. * Every successful directory helps people save time, save money, or make money — and price transparency is a massive, underserved opportunity across boring niches. * Frey built a fully enriched luxury restroom trailer directory in four days for under $250, a process that would have taken 2,000+ hours of manual work. * Monetization depends on the niche: lead generation, vertical SaaS, agency services, ads, debit cards, affiliate, and marketplace models all work. * Directories remain strong in an AI search world because users browsing a directory are in the decision-making phase, especially in high-stakes niches like health, legal, finance, and senior living. * Building a directory is one of the best playgrounds to learn Claude Code, SEO, and lead generation — even if the first one is just a learning exercise. The #1 tool to find startup ideas/trends - https://www.ideabrowser.com/ LCA helps Fortune 500s and fast-growing startups build their future - from Warner Music to Fortnite to Dropbox. We turn 'what if' into reality with AI, apps, and next-gen products https://latecheckout.agency/ The Vibe Marketer - Resources for people into vibe marketing/marketing with AI: https://www.thevibemarketer.com/ FIND ME ON SOCIAL X/Twitter: https://twitter.com/gregisenberg Instagram: https://instagram.com/gregisenberg/ LinkedIn: https://www.linkedin.com/in/gisenberg/ FIND FREY ON SOCIAL X/Twitter: https://x.com/freychu YouTube: https://www.youtube.com/@FreyChu/featured ShipYourDirectory: https://www.shipyourdirectory.com/