All use cases10 / 11Day-1 of ChatGPT sponsored placements.
10 · Playbook

When ChatGPT became an ad surface, we were already watching.

February 2026: OpenAI rolled out sponsored placements inside ChatGPT product answers. The day the change went live, the Ads Intelligence specialist was already in production for our merchants. Measuring share-of-sponsored-voice, brand-term conquesting, and competitor creative changes.

Industry
Cross-merchant
Specialists in motion
Ads Intelligence
Headline outcome
Day-1 monitor
01
Measures

Measured share-of-voice on a brand-new ad surface.

For every audited merchant the OS started recording: how often ChatGPT returned a sponsored card on a brand-relevant query, who was running it, and what creative they were running. Cloro was extended with `include.ads=true`; the SponsoredBrandPlacement and SponsoredCreativeCard tables started populating.

Day 1
platform-level monitoring online
4
AI surfaces watched (ChatGPT + 3 others)
Hourly
creative-change detection cadence
02
Simulates

Simulated the displacement risk: when a competitor buys your branded query.

The Ads Intelligence specialist runs `detect_brand_term_conquesting`: the moment a competitor’s sponsored card surfaces against the merchant’s own brand name, the OS opens an alert and queues a creative-side response.

Query categoryTop sponsorShare-of-voice
ActivewearLululemon
64%
Skincare · cleansersCetaphil
41%
Coffee makersBreville
58%
Running shoesHoka
73%
CookwareCaraway
47%
Haircare · curlsMielle
22%
4 surfaces watchedHourly creative-change detection
ReceiptThe first 30 days of ChatGPT sponsored placements, by query category, share of sponsored voice the OS started recording day 1.
03
Ships

Shipped the alert pipeline: sponsor changes raise an Inbox event.

Every change to who’s running, what they’re running, and how often they’re running it on a watched query becomes a sponsor_change alert in the merchant Inbox. The merchant team sees the displacement before their CMO does, and gets a draft response queued.

  • `get_sponsored_placements`: full historical record per query
  • `compute_share_of_sponsored_voice`: daily SOSV trend
  • `detect_ad_cannibalization`: flags self-cannibalisation across ad surfaces
04
Compounds

Compounded: every new AI ad surface gets the same treatment, on day 1.

The pattern that landed for ChatGPT (Cloro extension, schema for placements, cards table, alert pipeline) is the same pattern the OS will run when Perplexity, Gemini, or Copilot ship paid placements. New surface, same monitor, same day.

Want this for your catalog?

Book a 30-minute Loop walkthrough.

We’ll run the first measurement live. No deck.