AI Search for Marketplaces: Two-Sided Network Optimization
Someone asks ChatGPT: “Where can I hire a freelance data engineer who knows dbt and Snowflake for a three-month contract?” The AI responds with two
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Someone asks ChatGPT: “Where can I hire a freelance data engineer who knows dbt and Snowflake for a three-month contract?” The AI responds with two
Every investment decision starts with the same question: how big is this? Not how big it could be in some theoretical future. How big is
AI Search Attribution Modeling: Tracking the Full Customer Journey Here is a scenario that plays out thousands of times a day. A prospect sees your

A dermatology practice in Austin wants to rank for “best acne treatment near me.” A telehealth therapy platform needs visibility when someone asks ChatGPT, “Where
We ran 50 experiments on AI search visibility over the past year. Some doubled citation rates. Others failed spectacularly and taught us more than the
Your neobank just published a beautifully written guide on high-yield savings accounts. The content team spent three weeks on it. Compliance reviewed it twice, struck
A SaaS company with 4,000 monthly AI referrals watched their ChatGPT citation rate drop to zero in eleven days. No warning email. No manual action
The vocabulary of search has been rewritten. Concepts that did not exist eighteen months ago now determine whether your SaaS product gets recommended by ChatGPT
A startup founder in Dallas sits at her kitchen table at 11 PM, staring at a cease-and-desist letter from a competitor. She does not open
Someone asked ChatGPT last week how to set up a CI/CD pipeline for a monorepo. The answer included a detailed walkthrough, tool recommendations, and a
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