Technical Layer · Diagnostic·Updated Aug 2026

Rendering Remediation Priority Scorer

You do not need to fix everything, just the intersection of high citation value and low visibility. Enter each page type's CVR and get a ranked fix-first list.

Score your commercial pages

Citation-share defaults are typical B2B figures, edit them for your category. Enter the Content Visibility Ratio for each page type (from the CVR checker). Leave CVR blank to skip a row.

Pricing
Citation share %
CVR (0-1)
Product & specs
Citation share %
CVR (0-1)
Comparison
Citation share %
CVR (0-1)
Documentation
Citation share %
CVR (0-1)
Blog
Citation share %
CVR (0-1)
Fix in this order
Risk = citation share x (1 - CVR)

Enter a CVR for at least one row.

Fixing the right pages first

You do not need to fix every page, only the intersection of high citation value and low visibility, which is usually five to fifteen URLs. This scorer multiplies each page type's share of AI citations by how much of it a non-rendering bot cannot read, and ranks the result. In almost every audit the order comes back the same: pricing first, product and specification pages second, comparison pages third.

How to use it

  1. Edit the citation-share percentages if your category differs from the B2B defaults.
  2. Enter the Content Visibility Ratio for each page type, measured with the CVR checker.
  3. Read the ranked list: the top rows are your first sprint.
  4. Stop where the risk score falls below your smallest meaningful number, and ship the fixes top to bottom.

How is the priority score calculated?

Risk = citation share x (1 - CVR). A page that earns a large share of AI citations but is mostly invisible to non-rendering bots scores highest. A page with a high CVR scores near zero no matter how important it is, because it is already readable.

Why are pricing and comparison pages usually first?

Because they carry the most commercial weight and are built most dynamically. Pricing tiers are fetched from a billing API on mount and comparison grids are interactive tables, so they tend to have the lowest CVR on the whole site while sitting closest to revenue.

Where do the default citation shares come from?

They are typical B2B figures from category teardowns: product and specification pages draw around 20% of AI citations and comparison and alternatives pages around 9%. Replace them with your own if you have measured them.

Does my data leave the browser?

No. The ranking is computed entirely in your browser. Nothing you enter is uploaded or stored.