Common questions about cvgraph.

Frequently asked questions

What is cvgraph?

cvgraph is a tool that turns your skills and career history into a living graph and makes your AI-career resilience visible. It shows where your work overlaps with AI capability today and gives you the structure to move that position over time.

What is AI exposure?

AI exposure is a 0 to 1 measure of how much your current skill and task mix overlaps with areas where AI systems are demonstrably capable. A higher number means more of your current work is in high-overlap areas. It is a position you can measure and move — not a verdict about your career.

How is a graph CV different from a résumé?

A résumé is a flat list of jobs and skills designed for quick scanning. A graph CV is a connected structure: skills connect to the roles they came from, adjacent skills connect to each other, and AI exposure is a property of the graph itself — not a claim you write, but a position you can see and track.

Is cvgraph built on my résumé?

No — cvgraph never uploads or parses your résumé. You stay the source: add skills and roles directly, or use the AI-assisted import, where cvgraph gives you a prompt and your own AI (ChatGPT, Claude) interviews you — with your CV as a memory aid — and produces a file cvgraph can read. Either way the graph reflects what you actually do, and your CV never touches our servers.

What does the re-measure loop mean?

Your exposure score changes as you add skills and as AI capability changes. The re-measure loop is the cycle of: read your current graph, identify the gaps between where you are and a lower-exposure position, close those gaps through deliberate skill work, then re-measure. The goal is to track your trajectory, not just your current coordinate.

What is JD-fit?

JD-fit is cvgraph's job-description matching feature. Paste a job description and cvgraph compares your graph against its required skill mix, surfacing which skills you have, which are partial, and where the gaps are. The first scoring is free; subsequent scorings require a Pro plan.

Is there a free plan?

Yes. The Free plan includes graph build, your graph CV view (watermarked), one free JD-fit scoring, and an AI-exposure snapshot. No credit card required.

How is EU VAT handled?

Paddle acts as the Merchant of Record for all cvgraph subscriptions. Paddle collects and remits VAT based on your location and issues the invoice — cvgraph does not process payments or tax directly.

Where does the AI-exposure data come from?

cvgraph applies task-level AI capability research — primarily occupational task-overlap benchmarks from published academic and policy sources — to your personal skill graph. The measure is derived from your graph, not from a generic occupation code average.

Can I share my graph CV publicly?

Yes. Pro and Pro+ plans include a shareable public link to your graph CV. Pro+ adds private editions — versions of your graph with selected skills and roles, shareable separately from your main graph.