An audit of internal linking should end with a short list of defensible changes. A vague quality score is less useful than a clearly observed defect, the reason it matters, and a check that shows whether the repair worked.
Start with the intended outcome
Internal links should help readers discover the next useful page and make relationships between pages understandable.
Track broken links, isolated pages, and meaningful clicks on contextual links.
Select a manageable sample that includes ordinary work as well as a known difficult case. Keep the current version and its relevant context. Do not assume that one unusually good or bad item represents the entire process.
Inspect five specific failure modes
1. Important articles are isolated from the rest of the site
Possible cause: New pages were published without navigation or contextual links.
Repair: Add links from relevant established pages and suitable category navigation.
Acceptance check: Reach the article through normal site browsing without its direct URL.
2. AI inserts internal links into unrelated sentences
Possible cause: Linking is driven by keyword overlap alone.
Repair: Place links where the destination answers the reader's next question.
Acceptance check: Read the surrounding paragraph and explain the destination's relevance.
3. Internal links use vague anchor text
Possible cause: Generic phrases hide what the destination contains.
Repair: Describe the linked topic or action in the anchor.
Acceptance check: The link should make sense when read with its immediate context.
4. Internal links point through unnecessary redirects
Possible cause: Old destinations remain embedded after URL changes.
Repair: Update links to the intended final URLs where practical.
Acceptance check: Check that each updated destination returns the expected page.
5. A page is overloaded with repetitive internal links
Possible cause: Automation links every occurrence of a phrase.
Repair: Keep useful links and remove repetitive distractions.
Acceptance check: Review the page as a reader trying to follow one argument.
Prioritize the findings
Separate confirmed defects from suspicions. Fix issues that make the work inaccurate, unusable, or misleading before cosmetic preferences. For each selected change, record the affected item, the supporting evidence, the owner, and the acceptance check. Leave unverified ideas in a separate investigation list.
Interpret improvement carefully
Inspect the affected page in its actual site context. A change to one URL may also affect navigation, related pages, or how existing visitors reach information. Keep a record of the original state so the consequences of the change remain understandable.
Repeat the relevant checks after the change. A completed edit proves that the work was changed; it does not by itself prove a broader business effect. Keep the technical or editorial repair distinct from later performance observations, and document other changes that could influence the comparison.