Comparison
The AI-risk score is a free commodity. The graph is the product.
Free AI-risk checkers give you a one-shot occupation score based on published research. It is a useful starting point. It is not a basis for career decisions — because it does not know your specific skill mix, it does not update as AI changes, and it gives you nothing to act on. cvgraph starts where the score stops.
What free checkers do well
A free AI-risk checker does one thing quickly and at no cost: it maps your job title to an occupational exposure score from published research. If you have never thought about AI exposure before, that starting number is useful. It tells you whether your general field is in a high-exposure area relative to others.
The underlying research these tools draw on — primarily task-level automation benchmarks mapped to occupational databases — is credible. The score is not invented. It is a real aggregate measure of occupational task-overlap with current AI capability.
What the score cannot do
A generic occupation score does not know which tasks you actually do. Two people with the same job title can have meaningfully different exposure depending on how they spend their time and which skills anchor their work. The score treats them identically.
The score is a static snapshot. It reflects AI capability at the time the research was conducted, against the average task mix of an occupation code. It does not update as AI capability expands, and it does not reflect changes you make to your own skill set.
Most importantly: a score without a gap view and a path to action is a starting point, not a plan. Knowing your number is 0.74 does not tell you which skills to develop, which adjacent capabilities would shift it, or what trajectory you are on.
What cvgraph adds
cvgraph builds your exposure from your actual skills and roles — person-first, not from an occupation code. That means your score reflects your real task mix, not the average for your job title.
The graph view surfaces which specific skill clusters are driving your exposure and which adjacent capabilities are at lower risk. The gap view shows the distance between your current position and a more resilient one, in terms of the actual skills you would need to add or deepen.
The re-measure loop means you can track your trajectory over time — not just know your current position, but see whether you are moving it intentionally and in which direction.
The honest summary
Free checkers are a useful first read. They are not a career plan.
The gap between a one-shot score and a structured, evidence-based view of your career resilience is where cvgraph is built to operate. It does not replace the research those tools draw on — it applies it to your specific graph, with a loop for action.
Frequently asked questions
Are free AI-risk checkers accurate?
They are based on credible occupational research. The limitation is not the research quality — it is that they apply aggregate occupation-level scores to individuals who may have meaningfully different skill mixes within the same job title.
How is cvgraph's exposure score different?
cvgraph calculates exposure from your personal graph — your actual skills, roles, and the task mix implied by them — rather than from an occupation code lookup. The result is specific to you, not to the average person in your job title.
Can I use both a free checker and cvgraph?
Yes. A free checker is a reasonable starting point for orientation. cvgraph is where you go when you want to understand the structure behind the number and take action on it.
Does cvgraph replace the research behind free checkers?
No. cvgraph draws on the same foundational research on AI task-overlap. The difference is in how that research is applied — to a personal graph rather than to an occupation code average.
Build your graph and see your actual exposure.