Real ChatGPT answer · index seedDXJ22xRYU4AcompleteMarketing and advertising · ad platformscomparison
We need to optimize our ad spend urgently, so is Google Performance Max better at stretching a small budget than traditional programmatic display buying platforms?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
We need to optimize our ad spend urgently, so is Google Performance Max better at stretching a small budget than traditional programmatic display buying platforms?
3 real searches · 1 real-search pass
Google Ads Performance Max official how campaigns optimize across channels budget conversion tracking 2026Google ↗
OBSERVEDReason
programmatic display advertising DSP minimum spend fees small advertiser budget comparison transparencyGoogle ↗
OBSERVEDComparison
independent analysis Google Performance Max small budget limitations conversion data brand cannibalizationGoogle ↗
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
Google Ads Performance Max official how campaigns optimize across channels budget conversion tracking 2026 Google ↗
programmatic display advertising DSP minimum spend fees small advertiser budget comparison transparency Google ↗
independent analysis Google Performance Max small budget limitations conversion data brand cannibalization Google ↗
- Multiply conversions with Performance Max · support.google.com
- Performance Max | Google Ads API | Google for Developers · developers.google.com
- About Performance Max campaigns · support.google.com
- Get started with Performance Max | Google Ads API | Google for Developers · developers.google.com
- Consolidate or segment? A Performance Max decision framework · searchengineland.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Google Ads Performance Max official how campaigns optimize across channels budget conversion tracking 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
programmatic display advertising DSP minimum spend fees small advertiser budget comparison transparency OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
independent analysis Google Performance Max small budget limitations conversion data brand cannibalization OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |