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AFTERTHE LASTCLICK
EP 03Ad products

How to build sponsored answers in an AI assistant

An ad unit for a world with no results page and no click

1 min read

TL;DR

  • The answer is the ad slot. Keep it clearly labeled.
  • Run the auction on intent, then check relevance before you show it.
  • Measure the action the user took, not the click.

The problem

When the assistant answers, there is no page of links to sell. The ad has to live inside the answer, or next to it, without breaking trust.

The VP calls

The call

Where does the ad sit?

Inside the answer · Below it · As a follow-up

Below the answer, clearly labeled. Earn the right to go inside it.

The call

What does the buyer pay for?

Impression · Action · Outcome

Action. It is the closest thing to the click they used to buy.

The build

1

Detect commercial intent

Owner: Data science3 weeks

Score each prompt for intent. Only show ads above a threshold.

2

Run the auction

Owner: Engineering6 weeks

Rank bids by price times relevance, with a floor on relevance.

Mistakes to avoid

  • Hiding the label to lift performance.
  • Showing an ad on every answer.

Go to market

Launch with a few advertisers in one vertical. Prove the action rate, then open the auction.

Checklist

0/3

Next episode

EP 04Next up

How to build an eval system for an AI product

The test suite that tells you if the model got better or just different

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