Real ChatGPT answer · index seedzH0MIKMeZzgcompleteMarketing and advertising · marketing agenciesinformational
If we double our Facebook ad spend overnight for Black Friday prep, how will the algorithm react based on recent updates? Need a quick strategy adjustment.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
If we double our Facebook ad spend overnight for Black Friday prep, how will the algorithm react based on recent updates? Need a quick strategy adjustment.
2 real searches · 1 real-search pass
Meta Ads 2026 recent updates Andromeda budget scaling learning phase significant edits budget increase Black Friday advertisersGoogle ↗
OBSERVEDOther / navigational
Meta business help center learning phase significant edits budget changes ad set budget scaling recommendations 2026Google ↗
OBSERVEDConsequence
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 (2)
Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
Meta Ads 2026 recent updates Andromeda budget scaling learning phase significant edits budget increase Black Friday advertisers Google ↗
Meta business help center learning phase significant edits budget changes ad set budget scaling recommendations 2026 Google ↗
- Meta Andromeda: Powering the Next Generation of Ads Retrieval Through Model-System Co-Design · engineering.fb.com
- Meta Has A New Ad Ranking System Built On LLMs, Plus Upgrades To Andromeda And GEM · adexchanger.com
- Black Friday Facebook Ads 2026: Timing, Budget, Checklist · tryselltheclick.com
- How to scale Meta ads without resetting the learning phase (2026) · adrio.ai
- Meta Ads Updates 2026: Latest Changes (October 2026) · adadvisor.ai
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Meta Ads 2026 recent updates Andromeda budget scaling learning phase significant edits budget increase Black Friday advertisers OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Meta business help center learning phase significant edits budget changes ad set budget scaling recommendations 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |