What engineer credentials are required by the IRS to ensure a cost segregation study survives an audit triggered by an expedited filing?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What engineer credentials are required by the IRS to ensure a cost segregation study survives an audit triggered by an expedited filing?
2 real searches · 1 real-search pass
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
IRS Cost Segregation Audit Techniques Guide qualifications preparer engineer credentials study documentation Google ↗
IRS cost segregation study professional qualifications engineer CPA attorney no specific credential requirement Google ↗
- Publication 5653 (2-2025) · irs.gov
- Publication 5653 · gocodebook.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
IRS Cost Segregation Audit Techniques Guide qualifications preparer engineer credentials study documentation OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
IRS cost segregation study professional qualifications engineer CPA attorney no specific credential requirement OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |