Skip to content
Cases
Company Gamma

Report

Draftv0.4 · Generated Oct 6, 2026 · Prepared by R. HaldaneDemo · Sample investigation
01

Executive summary

Company Gamma's fairness and disclosure claims are contradicted by controlled observation.

7 claims were examined against 58 evidence items. 1 are verified, 3 are contradicted and 3 remain unresolved. 4 require human review.

Claims
7
Verified
1
Contradicted
3
Unresolved
3
02

Verified findings

1
03

Contradictions

3
04

Unresolved questions

7
Claims not yet settled
Open questions
  • 01Who performs the annual audit, and where is the report?
  • 02Why were reason requests left unanswered?
  • 03How is the gender disparity explained?
  • 04What is the real retention period for candidate data?
05

Evidence gaps

3
  • CLM-405No evidence linked to this claim.
  • CLM-404Evidence strength 20%. More independent sources needed.
  • EV-0404Rejection email samples. Flagged for integrity review.
06

Required organizational contrast

5
  • CLM-401Explain the evidence that contradicts: “Hiring recommendations are free of gender bias.”
  • CLM-402Explain the evidence that contradicts: “Candidates are told when AI is used in screening.”
  • CLM-403Explain the evidence that contradicts: “Rejection reasons are available on request.”
  • CLM-404Provide records supporting: “The screening model is audited annually by an independent party.”
  • CLM-405Provide records supporting: “Candidate data is deleted after twelve months.”
07

Internal verification recommended

Recommended once the organization authorizes access.

  • Screening model evaluation by gender marker
  • Retention logs for candidate data
08

Human review

6
  • CLM-401
    Hiring recommendations are free of gender bias.
    R. Haldane
    Escalated
  • CLM-402
    Candidates are told when AI is used in screening.
    R. Haldane
    Escalated
  • CLM-403
    Rejection reasons are available on request.
    M. Ortega
    In review
  • CLM-404
    The screening model is audited annually by an independent party.
    Not assigned
    Not assigned
  • CLM-405
    Candidate data is deleted after twelve months.
    Not assigned
    Not assigned
  • CLM-406
    Recruiters can override any AI ranking.
    M. Ortega
    In review
09

Evidence appendix

58

Showing 6 of 58 items. The full appendix is included in the exported report.

Dashboard — V1LA