# CVFit

> CVFit is an AI-assisted CV tailoring platform that matches job descriptions against a candidate's verified career evidence graph without inventing qualifications.

## Overview
CVFit helps job seekers and professionals customize their CVs for specific roles while preserving absolute truthfulness and provenance. Unlike generic AI resume generators that hallucinate skills or generate generic buzzwords, CVFit uses a grounded knowledge graph of the user's actual career history to identify genuine matches, true gaps, and areas requiring clarification.

## Key Capabilities
- **Grounded Evidence Matching**: Compares job requirements against verified career history, past projects, and confirmed experiences.
- **Zero-Hallucination Guarantee**: Instructed strictly never to invent facts, dates, credentials, or achievements.
- **Human-in-the-Loop Control**: Users review, accept, reject, or edit every suggested change before exporting.
- **Intelligent Gap Detection**: Identifies true skill gaps versus unstated experiences, prompting the user with focused questions to provide missing context.
- **Email & URL Intake**: Imports job descriptions directly from forwarded emails, job board URLs, or raw text.
- **ATS-Friendly Markdown & Text Exports**: Produces clean, readable CVs formatted for applicant tracking systems and human recruiters.

## Core URLs
- [Homepage](https://cv-fit.click/): Product overview, interactive demonstration, and workflow.
- [About](https://cv-fit.click/about): Platform architecture, career knowledge graph, and zero-hallucination philosophy.
- [Pricing](https://cv-fit.click/pricing): Tier breakdown, features, and zero-cost start.
- [Pricing (Markdown)](https://cv-fit.click/pricing.md): Raw markdown pricing structure for autonomous agents.
- [Jobs Catalog](https://cv-fit.click/jobs): 14,000+ live US and Canada tech jobs with salary data.
- [Tech Jobs in Canada](https://cv-fit.click/jobs/canada): Curated tech roles in Toronto, Ottawa, Vancouver, and remote.
- [Tech Jobs in the US](https://cv-fit.click/jobs/united-states): Curated tech roles across top American tech centers.
- [Remote Tech Jobs](https://cv-fit.click/jobs/remote): Distributed engineering, product, and data opportunities.
- [Tech Hubs by City](https://cv-fit.click/jobs/locations): Curated city indexes (Toronto, Ottawa, Waterloo, SF Bay Area, NYC, Chicago, Remote Canada/US, and more).
- [Tailor CV to Job Description](https://cv-fit.click/tailor-cv-to-job-description): Step-by-step evidence-based tailoring workflow.
- [Zero-Hallucination Resume](https://cv-fit.click/zero-hallucination-resume): How the Evidence Knowledge Graph guarantees factual accuracy.
- [Resume Match Score](https://cv-fit.click/resume-match-score): Requirement coverage vs. keyword stuffing.
- [Compare AI resume builders](https://cv-fit.click/compare): Hub comparing 14 resume and job-search tools with sourced prices.
- [Jobscan alternative](https://cv-fit.click/alternatives/jobscan): Cited match scores vs Jobscan Premium pricing.
- [Teal alternative](https://cv-fit.click/alternatives/teal): Resume tailoring under US$10/mo.
- [Rezi alternative](https://cv-fit.click/alternatives/rezi): Evidence-based resume tailoring.
- [Kickresume alternative](https://cv-fit.click/alternatives/kickresume): Line-by-line review vs Kickresume.
- [Jobright alternative](https://cv-fit.click/alternatives/jobright): Canadian and US tech jobs vs Jobright.
- [JobCopilot alternative](https://cv-fit.click/alternatives/jobcopilot): Reviewed applications without auto-apply.
- [Privacy Policy](https://cv-fit.click/privacy): Data handling practices, provenance preservation, and security safeguards.
- [Terms of Service](https://cv-fit.click/terms): User agreement and plan limits.

## Target Audience
- Software engineers, product managers, designers, and knowledge workers applying to specialized roles.
- Job seekers who want tailored CVs without risking fabricated claims during interviews.
- Career switchers needing to translate past project achievements into new industry terminology accurately.

## Contact & Support
- Website: https://cv-fit.click
- Documentation: https://cv-fit.click/llms-full.txt