Clarity
20%Can a stranger quickly understand who you are, what you do, and why it matters?
Rubric 2026-07-v1
A score you can inspect, not magic.
Language models extract structured evidence and explain it. Application code calculates the score with published weights. This separation makes rescans comparable and prevents the narrative model from inventing a flattering number.
Proof
25%Are claims supported by outcomes, numbers, customers, credentials, work, or third-party validation?
Audience fit
20%Does the profile speak to the selected goal and the people who can create that opportunity?
Consistency
15%Do profile copy, posts, platforms, and visual presentation reinforce the same positioning?
Content quality
10%Is the content specific, useful, distinctive, and easy to consume?
Momentum
10%Does recent activity show credible progress, relevance, and sustained participation?
Coverage and confidence
Coverage reflects how much usable evidence was available across the bio, posts, images, and selected video. Confidence is low, medium, or high based on that coverage. A sparse or private profile should never be presented with false certainty.
What the score is not
It is not a judgment of worth, employability, attractiveness, credit, risk, or truth. It is a repeatable assessment of public presentation against one chosen communication goal. Sensitive traits are never inferred.