Real ChatGPT answer · index seedNREXOU3MyBIcompleteMarketing and advertising · social media marketinglocal
We need to book a last-minute emergency session with a developer who knows how to bypass third-party scheduling API limits for social media posting today.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
We need to book a last-minute emergency session with a developer who knows how to bypass third-party scheduling API limits for social media posting today.
3 real searches · 1 real-search pass
New York City emergency on-demand developer API integration consultant social media scheduling API today 2026Google ↗
OBSERVEDInstruction
on-demand software developers API integration consultants emergency software developmentGoogle ↗
OBSERVEDOther / navigational
social media API integration consultantsGoogle ↗
OBSERVEDComparison
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). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
New York City emergency on-demand developer API integration consultant social media scheduling API today 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
on-demand software developers API integration consultants emergency software development OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
social media API integration consultants OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |