Real ChatGPT answer · index seedITBTJxaQSwUcompleteB2B software · AI and automation toolsinformational
How accurate are AI resume screening tools right now, and can I use them without getting flagged for bias?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How accurate are AI resume screening tools right now, and can I use them without getting flagged for bias?
4 real searches · 1 real-search pass
2026 AI resume screening accuracy validation bias hiring algorithm studies false negatives disparate impact researchGoogle ↗
OBSERVEDReason
EEOC AI employment selection procedures Title VII adverse impact guidance automated hiring tools 2026Google ↗
OBSERVEDComparison
New York City Local Law 144 automated employment decision tools bias audit official DCWPGoogle ↗
OBSERVEDReason
NIST AI risk management framework employment hiring algorithm validity bias assessmentGoogle ↗
OBSERVEDReason
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 (4)
Classes come from the query-classifier (a local Laya model). 3 of 4 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT4 real searches · gpt-6
2026 AI resume screening accuracy validation bias hiring algorithm studies false negatives disparate impact research Google ↗
EEOC AI employment selection procedures Title VII adverse impact guidance automated hiring tools 2026 Google ↗
New York City Local Law 144 automated employment decision tools bias audit official DCWP Google ↗
NIST AI risk management framework employment hiring algorithm validity bias assessment Google ↗
- AI hiring tools show racial bias · news.stanford.edu
- PopResume: Causal Fairness Evaluation of LLM/VLM Resume Screeners with Population-Representative Dataset · aclanthology.org
- Employment Tests and Selection Procedures · eeoc.gov
- Automated Employment Decision Tools (AEDT) · nyc.gov
- Automated Employment Decision Tools: Frequently Asked Questions · nyc.gov
- Subchapter 25: Automated Employment Decision Tools · codelibrary.amlegal.com
Queries
4 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 AI resume screening accuracy validation bias hiring algorithm studies false negatives disparate impact research OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
EEOC AI employment selection procedures Title VII adverse impact guidance automated hiring tools 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
New York City Local Law 144 automated employment decision tools bias audit official DCWP OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
NIST AI risk management framework employment hiring algorithm validity bias assessment OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |