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DEMO · illustrative only — no live data. Nothing here is a real person, organisation or vacancy.
ElixiHirehealthcare hiring
Preview · Phase 3Flagged jobs and organisations with mock risk scores.

Fraud & duplicate detection

Flagged jobs and organisations with a risk score and the reasons behind it. A score never acts on its own — a person decides, and the decision is audited.

Open flags

2

High risk

1

score 75+

Blocked

1

Allowed

1

Open flags

Awaiting a human decision.

  • Tarunya Polyclinic Network

    Organisation · raised 2026-09-17

    72

    risk score

    Why it was flagged

    • GSTIN prefix does not match the declared state
    • Three job posts created within four minutes
    • Contact domain registered 11 days ago

  • Registrar — Emergency Medicine (duplicate)

    Job · raised 2026-09-15

    64

    risk score

    Why it was flagged

    • 94% description overlap with an existing live post
    • Same organisation, same location, posted 3 days apart

Decided

Recorded in the audit log.

  • Prabhu Rural Health MissionRisk 38Allowed
  • Consultant Cardiologist — ₹90 LPA, no credentialsRisk 91Blocked

Scores are fixed seed values with hand-written reasoning — there is no model, no training data and no automated blocking anywhere in this demo.