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Verifit Tackles AI Resume Hallucination With Structured, Evidence-Backed Career Engine

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A developer has built Verifit, an AI-powered career tool designed to eliminate fabrication common in AI-generated resumes, submitting it to the Sanity developer challenge. Unlike generic large language models that invent credentials or inflate job titles, Verifit matches candidate experience to job requirements using only verbatim, cited excerpts from the actual CV. Job postings are broken down into structured requirement trees with experience ranges and logical groupings, while a deterministic scoring engine rejects any unsubstantiated claims. The platform also includes a CV tailoring suite and cover letter generator that reframe verified accomplishments without inventing new ones. A built-in Kanban board tracks applications through stages from draft to offer, with before-and-after score analytics showing how tailoring closes specific requirement gaps.

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