Open the Console Prepare evidence for a school buyer

What audit evidence does a district CIO need before buying an AI grader?

A district CIO typically wants evidence the AI grader performs consistently and fairly across student cohorts, documentation of its validation and limits, data-privacy assurances, and a way to monitor it after deployment — enough to satisfy nondiscrimination…

register 09 · Compliance pins· Proctoring Fairness
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Answer.

Education / student-data rule · Proctoring Fairness.

A district CIO typically wants evidence the AI grader performs consistently and fairly across student cohorts, documentation of its validation and limits, data-privacy assurances, and a way to monitor it after deployment — enough to satisfy nondiscrimination (Title VI/§504) and procurement diligence. Independent, reproducible measurement is the strongest such evidence. Planisphere produces a cohort-fairness and drift record without ingesting student PII; it informs the purchase decision, it does not certify the product.

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The mark behind the answer.

Proctoring Fairness protects students — their records, their civil rights, their access. When an AI sits in an eligibili…

automated proctoring/grading · §504 disparate-impact across cohorts.

→ Full reference for Proctoring Fairness

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More on Proctoring Fairness.

Other questions this mark answers.
Can automated proctoring software violate Section 504 / the ADA? How do we audit a remote-proctoring tool deployment for disability disparate impact?

Try Proctoring Fairness with a free test key.

Start with the free sandbox. Planisphere measures model behaviour and emits a reproducible, sha-pinned record — it does not certify, file, or give legal advice.

Open the Console Prepare evidence for a school buyer Proctoring Fairness reference
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When Proctoring Fairness asks for proof, hand over records — not assurances.

record the duty · seal the receipt · verify offline

Planisphere records each duty event — an output marked, a disclosure shown, a review made — and seals it into a receipt that verifies offline against our published keys. You send hashes, never content. A record is evidence a third party can check; it is not a certification and not a legal determination.

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See how a record is checked