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AI Ad Operations — Page 3

The Reading List

  1. 01
    Budget Pacing & Bidding

    Bid Shading in Real-Time Auctions for AI Ad Inventory

    Bid shading struggles when inventory never repeats, like in live conversational AI ads.

    Darius Okafor13 min read
  2. 02
    Budget Pacing & Bidding

    Bid Floor Mechanics in LLM Ad Exchanges

    LLM ads require both monetary and relevance floors to clear, not just price.

    Renata Szymańska12 min read
  3. 03
    Campaign Setup & Workflow

    Campaign Launch Workflow for a First AI Ad Buy

    Learn the funnel position where conversational AI ads work best and how to write for it.

    Solomon Adeyemi9 min read
  4. 04
    Campaign Setup & Workflow

    Intent Category Mapping for AI Ad Targeting

    AI assistants need smarter ad matching than keywords alone can provide.

    Mei-Ling Tran11 min read
  5. 05
    Campaign Setup & Workflow

    Frequency Cap Setup and Conversation-Level Reach Control

    Conversations demand different frequency caps than feeds do.

    Mei-Ling Tran9 min read
  6. 06
    Campaign Setup & Workflow

    Bid Strategy Selection for Conversational AI Placements

    Conversational AI auctions reward relevance over bid size, requiring new strategy.

    Renata Szymańska9 min read
  7. 07
    Campaign Setup & Workflow

    Pre-Flight QA Checklist for AI Ad Campaigns

    Verify your AI ad campaigns are live where you think they are before launch.

    Solomon Adeyemi9 min read
  8. 08
    Campaign Setup & Workflow

    Audience Targeting Configuration in LLM Ad Environments

    Real-time conversation context replaces keyword lists as the targeting mechanism.

    Mei-Ling Tran14 min read
  9. 09
    AI Ad Creative

    Ad Creative Adaptation Across Multiple AI Surfaces

    Ads built for one AI chat surface fail in another, requiring format-specific creative strategies.

    Renata Szymańska11 min read
  10. 10
    AI Ad Creative

    Product Mention Framing for High-Intent Conversational Moments

    Marketers must place ads inside conversations, not beside them, to win in AI.

    Renata Szymańska12 min read
  11. 11
    AI Ad Creative

    Sponsored Content Disclosure Language in AI Responses

    ChatGPT embeds sponsored disclosures in chat responses without breaking the conversational flow.

    Solomon Adeyemi13 min read