Which applicant tracking systems have the highest accuracy for keyword matching without filtering out diverse candidates in competitive tech markets
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Which applicant tracking systems have the highest accuracy for keyword matching without filtering out diverse candidates in competitive tech markets
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
2025 2026 applicant tracking systems AI skills matching bias audit diversity hiring Greenhouse Lever Ashby SmartRecruiters Eightfold Workday Google ↗
independent research algorithmic hiring tools validity bias audit resume screening keyword matching ATS Google ↗
- Talent Matching · support.greenhouse.io
- Bias audit report · greenhouse.com
- Talent Matching · support.greenhouse.io
- Greenhouse website · greenhouse.com
- AI-Assisted Application Review · docs.ashbyhq.com
- An ATS with AI to Power Your Recruiting · ashbyhq.com
- AI Features in Ashby · docs.ashbyhq.com
- Ashby website · ashbyhq.com
- 2026 AI Bias Audit Results · eightfold.ai
- AI Guidelines · oscarhealth.com
- Eightfold website · eightfold.ai
- Compliance and Bias Mitigation with HiredScore AI · workday.com
- Workday website · workday.com
- Responsible AI in Recruitment · gov.uk
- Mitigating bias in algorithmic hiring: evaluating claims and practices · microsoft.com
- Select Issues: Assessing Adverse Impact in Software, Algorithms, and Artificial Intelligence Used in Employment Selection Procedures Under Title VII of the Civil Rights Act of 1964 · naacpldf.org
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2025 2026 applicant tracking systems AI skills matching bias audit diversity hiring Greenhouse Lever Ashby SmartRecruiters Eightfold Workday OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
independent research algorithmic hiring tools validity bias audit resume screening keyword matching ATS OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |