What a QueryLantern report looks like

Before you trust a score, you should understand what sits behind it. This page shows the structure, decision value, and expected depth of a QueryLantern audit, and when it makes sense to move from the free audit to the full audit.

What the free audit output looks like

The free audit is built to be fast and useful. It gives you an overall score, section-level signals across SEO, AEO, and GEO, a short set of quick wins, and a few clear facts about the page.

Illustrative sample

Representative report structure

This is an illustrative sample of the report structure. Actual deliverables are written to the specific page and context audited.

Overall

7.6

SEO

8.4

AEO

6.9

Example quick wins

Clarify the opening answer block and reduce first-screen ambiguity.
Add stronger internal support from related commercial pages.
Improve machine-readable context around key service claims.

Typical report sections

Executive summary with risks, priorities, and next moves
Detailed findings across structure, answers, metadata, and internal support
Prioritized action plan split between quick wins and structural fixes

What the full audit adds

The full audit is not just a longer version of the same output. It adds broader page coverage, deeper evidence, stronger prioritization, and a written action plan. The goal is to move from signal to decision.

How findings are prioritized

Not every issue deserves the same attention. Some problems are blockers. Others are improvements. Some are quick wins with low implementation cost. Others require structural changes or a broader content decision.

What counts as a quick win

A quick win is a change that is relatively easy to implement and likely to improve the page meaningfully.

Clearer headings
More direct answer structure
Better internal support
Cleaner machine-readable context

What a strong report should help you decide

A strong report should not just tell you what is wrong. It should help you decide what to ignore for now, what to fix quickly, and what deserves a deeper rewrite or structural change.

Run your own audit

The best example is still your own page. Start with the free audit to get a first signal. If it reveals clear gaps but not enough context, move to the full audit for deeper evidence and a more actionable plan.