Student's original writing is repeatedly falsely flagged as AI-generated, causing assignment rejection and fear of future academic consequences.

Workarounds Described

• uses GPTZero to check work before submission
• cross checks with other AI scanners for big assignments
• alters own writing to avoid appearing similar to AI

Implied Software Gaps

• A writing tool that provides irrefutable proof of human authorship through process recording and verification
• An AI detection tool that explains its reasoning and is transparent about false positive risk

AuthenticGuard

AuthenticGuard is a writing platform that creates a verifiable, timestamped record of the writing process (keystroke logging, version history, and optional video) to prove human authorship. It integrates with learning management systems (LMS) to provide a 'human authenticity score' that teachers can trust, eliminating false AI flags.

Existing Solutions Mentioned