Real ChatGPT answer · index seedjAgdxmOBDxgcompleteMarketing and advertising · AI search and generative engine optimizationlocal

How much does it cost to hire someone to fix our unstructured data so AI bots stop ignoring our inventory

ChatGPTgpt-61 query11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How much does it cost to hire someone to fix our unstructured data so AI bots stop ignoring our inventory
1 real search · 1 real-search pass
2026 2025 AI product discovery structured product data schema.org merchant listings feeds inventory catalog optimization agency pricing consultant ratesGoogle ↗
OBSERVEDOther / navigational

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 (1)
Short factOther / navigational100%ComparisonConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT1 real searches · gpt-6
2026 2025 AI product discovery structured product data schema.org merchant listings feeds inventory catalog optimization agency pricing consultant rates Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 2025 AI product discovery structured product data schema.org merchant listings feeds inventory catalog optimization agency pricing consultant rates
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1