Real ChatGPT answer · index seedxOWT9FpymXMcompleteCareers and HR · resumes and cover lettersinformational

How does the greenhouse ats parser handle different resume formatting styles and what structural elements cause it to fail when processing job applications?

ChatGPTgpt-62 queries11/1/2026
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The searches the AI actually ran for this prompt.

SEED QUERY
How does the greenhouse ats parser handle different resume formatting styles and what structural elements cause it to fail when processing job applications?
2 real searches · 1 real-search pass
Greenhouse Recruiting resume parsing supported file formats formatting columns tables headers footers parser failureGoogle ↗
OBSERVEDOther / navigational
Greenhouse support resume parsing candidate application resume parser formatting PDF DOCX columnsGoogle ↗
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 (2)
Short factOther / navigational50%ComparisonConsequenceReasonDefinitionInstruction50%Yes / no

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
Greenhouse Recruiting resume parsing supported file formats formatting columns tables headers footers parser failure Google ↗
Greenhouse support resume parsing candidate application resume parser formatting PDF DOCX columns Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Greenhouse Recruiting resume parsing supported file formats formatting columns tables headers footers parser failure
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Greenhouse support resume parsing candidate application resume parser formatting PDF DOCX columns
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1