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CitationGuard: Department-Embedded Citation Compliance Auditor

A white-glove citation review service where trained academic integrity specialists audit student/researcher bibliographies BEFORE submission, flagging inconsistencies, uncited sources, and style violations specific to each institution's actual policies. Institutions contract annually; students submit work through a portal; specialists return marked-up PDFs with explanations within 48 hours.

SERVICE

45 weeks • 70% confidence

Value Proposition

Eliminates the guesswork by having actual humans trained in institutional policy review each bibliography—not a generic rule engine. Catches the ambiguous cases (e.g., 'Is citing Wikipedia in a bibliography without reading it misconduct?') that automated tools miss. Institutions reduce false-positive academic integrity cases and student anxiety; students get certainty before stakes are high.

Target Audience

University writing centers, graduate programs, and research departments (B2B); students access through institutional contracts, not direct purchase

Key Features

  • Institutional policy intake: CitationGuard staff interview each department to document their actual citation rules (not just 'APA')
  • Human review by trained specialists with academic background
  • Marked-up PDF feedback with specific explanations tied to that institution's policy
  • And more, with full implementation detail...

Tech Stack

Simple web portal (Django/React or Webflow + Airtable backend) PDF annotation library (PyPDF2 or similar for marking up feedback) Stripe for invoicing institutions Slack API for notifications
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Original Problem

Academic writers uncertain about bibliography best practices and fear academic integrity violations

Students and researchers struggle with ambiguous citation guidelines, unsure whether including uncited sources in bibliographies constitutes academic misconduct. This uncertainty creates anxiety about potential penalties, failed assignments, or academic disciplinary action, and existing institutional guidance is often vague or contradictory across departments and institutions.

Score: 17.5%