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How do we troubleshoot high data ingestion bills in Splunk without losing visibility into our core cloud infrastructure logs

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

The searches the AI actually ran for this prompt.

SEED QUERY
How do we troubleshoot high data ingestion bills in Splunk without losing visibility into our core cloud infrastructure logs
1 real search · 1 real-search pass
Splunk documentation troubleshoot ingestion volume license_usage.log data volume monitoring ingest actions filtering cloud infrastructure logsGoogle ↗
OBSERVEDInstruction

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 / navigationalComparisonConsequenceReasonDefinitionInstruction100%Yes / 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

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Splunk documentation troubleshoot ingestion volume license_usage.log data volume monitoring ingest actions filtering cloud infrastructure logs
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1