JustHandled Labs
// HR & Recruiting

Interview Loop Consistency Auditor

Audit interview coverage, repeated questions, scorecard gaps and feedback timing against a supplied approved rubric without ranking candidates.

Awaiting marketplace review

Not yet available to purchase. Submitted price shown below.

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What problem does Interview Loop Consistency Auditor solve?

Audit interview coverage, repeated questions, scorecard gaps and feedback timing against a supplied approved rubric without ranking candidates.

Use it to

What it returns

A representative input and result

fixture-backed sample
input { "as_of": "2026-09-09T12:00:00Z", "rubric_approved": true, "skills": [ { "id": "s1" }, { "id": "s2" } ], "required_scorecard_fields": [ "conclusion", "evidence" ], "interviews": [ { "id": "i1", "interviewer": "reviewer-1", "skill_ids": [ "s1" ], "questions": [ "Describe a support triage example.", " Describe a support triage example. " ], "feedback_due_at": "2026-09-08T12:00:00Z", "submitted_at": null, "discussion_at": "2026-09-09T12:00:00Z", "scorecard": { "conclusion": "Seems excellent" } } ] }
result # Interview process consistency REVIEW — HUMAN REVIEW REQUIRED Supplied records only; human review required. Not an employment decision. - CONCLUSION_WITHOUT_EVIDENCE [i1]: Conclusion lacks a source locator; no candidate recommendation made. - DISCUSSION_BEFORE_SCORING [i1]: Discussion precedes submitted independent scoring; review sequence. - LATE_FEEDBACK [i1]: Feedback deadline exceeded. - REPEATED_QUESTION [i1]: Exact normalized repeat of question in i1 - SCORECARD_FIELD_MISSING [i1]: Missing evidence - UNSUBMITTED_EVALUATION [i1]: Feedback not submitted in supplied records. - UNCOVERED_COMPETENCY [s2]: No interview covers approved competency.

Access and approval boundaries

Known limitations

Questions

What do I receive?

A downloadable skill with a local Python helper, input contract, synthetic fixtures, tests and sample reports.

What do I need to run it?

Python 3.10 or newer and your authorized normalized JSON records. The helper uses the standard library; Windows CLI execution was tested.

Does it connect to my HR software?

No. You supply a local export normalized to the documented schema. There is no ATS or HRIS integration.

Can it make decisions or contact people?

No. It produces local reports for human review. It never ranks applicants, sends messages or changes accounts.

What does READY mean?

No encoded finding in the supplied scope. It does not prove source truth, comprehensive readiness, legal compliance or approval to act.

What are the main limits?

Repeated-question detection is exact after case and whitespace normalization.

Where does my data go?

The Python helper stays local. Your agent host may separately process prompts; use synthetic data unless the owner authorizes sensitive data processing.

Interview Loop Consistency Auditor keeps proof and approval boundaries visible.

The listing includes the tested package, realistic samples, declared permissions, and known limitations.

Submitted to Agensi for review. Not yet available to purchase. The displayed price is the submitted one-time price.