Real ChatGPT answer · index seedrsohf1jHzBkcompleteMarketing and advertising · social media marketinginformational
What changed in the Twitter X self-serve ad platform bidding algorithms over the last six months that would affect our B2B tech client acquisition costs?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What changed in the Twitter X self-serve ad platform bidding algorithms over the last six months that would affect our B2B tech client acquisition costs?
3 real searches · 1 real-search pass
X (Twitter) Ads self-serve bidding algorithm changes 2026 auction optimization bidding objectives advertiser updatesGoogle ↗
OBSERVEDReason
site:business.x.com/en/help X Ads bidding optimization automated bidding conversion campaigns 2026 updatesGoogle ↗
OBSERVEDOther / navigational
X advertising platform algorithm changes 2026 ad auction performance targeting conversion optimizationGoogle ↗
OBSERVEDReason
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (3)
Classes come from the query-classifier (a local Laya model). 2 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
X (Twitter) Ads self-serve bidding algorithm changes 2026 auction optimization bidding objectives advertiser updates Google ↗
site:business.x.com/en/help X Ads bidding optimization automated bidding conversion campaigns 2026 updates Google ↗
X advertising platform algorithm changes 2026 ad auction performance targeting conversion optimization Google ↗
- X updates its ad platform in long overdue overhaul · digiday.com
- X rebuilds its entire ad platform from scratch in a 20-year first · ppc.land
- Optimized Targeting · help.x.com
- Bidding and auctions FAQs · help.x.com
- Now live: Create and launch sales campaigns in minutes · business.x.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
X (Twitter) Ads self-serve bidding algorithm changes 2026 auction optimization bidding objectives advertiser updates OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
site:business.x.com/en/help X Ads bidding optimization automated bidding conversion campaigns 2026 updates OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
X advertising platform algorithm changes 2026 ad auction performance targeting conversion optimization OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |