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Pipeline template

Education audit

Audit curriculum, admissions, and student-facing policies for a single source of truth.

How the pipeline runs

  1. Step 01

    Connect sources

    Drive, Notion, Confluence, Slack

  2. Step 02

    Score every doc

    Five dimensions per file

  3. Step 03

    Find contradictions

  4. Step 04

    Build vertical ontology

  5. Step 05

    Deliver report

    PDF, JSON, MCP endpoint

What this audits

  • Curriculum length, structure, and learning outcomes across syllabus and student handbook
  • Admissions and refund policy across marketing site, application form, and student services
  • Academic-integrity language across course pages and university-wide policy
  • Topics expected of a regulated education provider but missing from the docs

When to use this

You run a school, university programme, or online learning platform. Marketing copy, student handbook, and registry records should agree. When they disagree, the prospective student wins in any dispute, and the registry takes the loss.

Industries this fits

  • Higher education
  • K-12
  • Online learning
  • Bootcamps

Sample contradictions caught

Two real-shaped conflicts ceadr would surface in this audit.

  1. Source A

    Curriculum-2026.gdoc

    “Programme runs for 12 weeks of instruction.”

    Source B

    Syllabus-Spring.pdf

    “Programme runs for 10 weeks of instruction.”

  2. Source A

    Refund-Policy.md

    “Full refund available within 14 days of enrolment.”

    Source B

    Student-Handbook.gdoc

    “Full refund available within 7 days of enrolment.”

Run this template against your knowledge.

Connect your sources. ceadr handles the rest in 3 minutes.

Use this template