A 90-day ChatGPT Ads pilot should be designed around learning milestones: setup quality, delivery, context relevance, creative response, landing page engagement, conversion quality, and incrementality. Scaling should happen only after the test shows evidence beyond impressions and clicks.

Days 1-15: Setup and tracking QADays 16-30: Controlled launchDays 31-60: Context and creative testingDays 61-90: Incrementality reviewScale, pause, or reposition

Why use a 90-day pilot?

A 90-day pilot gives enough time to set up measurement, launch controlled campaigns, test context hints, collect conversion data, and compare quality against other channels. Shorter tests often confuse novelty and setup errors with channel performance.

What should happen in month one?

Month one should focus on setup, approval, launch, and tracking QA. The goal is not aggressive optimization. The goal is making sure ads serve, clicks land correctly, and data is usable.

What should happen in month two?

Month two should test context hints, ads, landing pages, and bid/budget adjustments. The goal is to identify which conversation types create the strongest engagement and conversion quality.

What should happen in month three?

Month three should compare results against Google Ads, Microsoft Ads, Meta, SEO, direct, and CRM data. The output should be a scale, pause, or reposition recommendation.

What makes a pilot successful?

A pilot is successful if it produces qualified traffic, useful conversion evidence, strategic learning, or a clear reason not to spend more. It does not need to prove full channel maturity in 90 days.

90-day pilot roadmap

TimeframeFocusMain decision
Days 1-15Setup, tracking, creative, landing pagesReady to launch?
Days 16-30Controlled deliveryAre ads serving and tracking correctly?
Days 31-45Context hint testsWhich conversations respond?
Days 46-60Creative and landing page testsWhich message and page fits best?
Days 61-75Budget and bid testsDoes more spend hold quality?
Days 76-90Incrementality and channel reviewScale, pause, or reposition?

Pilot planning checklist

  • Write one business question
  • Define pilot budget
  • Choose CPC or CPM
  • Map three to six context clusters
  • Build landing pages by intent
  • Install conversion measurement
  • Create weekly reporting cadence
  • Predefine scale/pause thresholds
  • Review after 30, 60, and 90 days