Should I rely on automated AI resume screeners or manual human review when processing over five hundred applications for a single remote role?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Should I rely on automated AI resume screeners or manual human review when processing over five hundred applications for a single remote role?
3 real searches · 1 real-search pass
AI employment hiring automated screening tools bias EEOC guidance employers resume screening human oversight 2025Google ↗
OBSERVEDReason
NYC Local Law 144 automated employment decision tools bias audit notice officialGoogle ↗
OBSERVEDConsequence
EEOC artificial intelligence employment selection procedures Title VII technical assistanceGoogle ↗
OBSERVEDComparison
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 (3)
Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
AI employment hiring automated screening tools bias EEOC guidance employers resume screening human oversight 2025 Google ↗
NYC Local Law 144 automated employment decision tools bias audit notice official Google ↗
EEOC artificial intelligence employment selection procedures Title VII technical assistance Google ↗
- What is the EEOC’s role in AI? · eeoc.gov
- Automated Employment Decision Tools: Frequently Asked Questions · nyc.gov
- § 20-871 Requirements for automated employment decision tools. · codelibrary.amlegal.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
AI employment hiring automated screening tools bias EEOC guidance employers resume screening human oversight 2025 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
NYC Local Law 144 automated employment decision tools bias audit notice official OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
EEOC artificial intelligence employment selection procedures Title VII technical assistance OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |