Auto-Apply Hallucination Guard

Verify AI didn't fabricate your experience before it auto-submits your resume

Problem

A developer building an AI job-application tool found that getting AI to write was easy, but ensuring it never makes stuff up on someone's resume was the real work. Application forms vary wildly, and most failures come from CAPTCHAs and weird questions rather than the AI, making it hard for a solo builder to cover all variants.

Solution

A lightweight resume truthfulness checker and application asset manager: users upload a real experience library, and AI-generated tailored resumes are checked line-by-line against the fact source before submission, flagging unsupported statements for confirmation. It also offers a pre-answered question bank for common form fields (visa, salary expectations) as reusable answer blocks.

Users

Job seekers using AI to apply at scale, freelancers, anyone wanting to control AI-generated content accuracy

MVP

Import real experience library (projects, skills, timeline); fact-consistency check on AI-generated resume text with highlighted suspicious sentences; pre-stored standard answers for common form questions; pre-submission checklist

Revenue

Subscription based on resume generation/verification volume; free tier with limited monthly checks, paid tier for multiple resume versions and synced answer bank

Why now

AI job tools are exploding but hallucinations and compliance risks are largely ignored; job seekers increasingly fear interviews falling apart due to fabricated experience, and big vendors won't build fine-grained truthfulness checks for individual applicants