A weekly AI visibility report exists to answer one question: are AI engines recommending you more or less than last week, and why? But a wall of numbers helps no one. The goal of every report should be to leave you with a single clear action. Here's how to read yours that way — top to bottom, in about five minutes.
Start with the trend, not the number
The first thing on the report is your AI Recommendation Rate — the 0–100 score built from the four REAL layers. Resist staring at the absolute number. Look at the direction versus last week.
This matters because AI answers are non-deterministic: the same query can reshuffle run to run, so any single week has noise in it. One week up or down is weather. Three weeks trending the same way is climate. Read the line, not the dot. A small dip after a model update that hit your whole category isn't your fault and usually recovers — which you'll only know because you're tracking the trend.
Then find the layer that moved
Under the headline are your four layer scores: Recognize, Evidence, Answer, Link. When the overall number changes, one layer usually drove it. That's your story for the week:
- Link dropped? Something is blocking or breaking crawler access — a new robots.txt rule, a security-plugin update, a rendering change. Highest urgency, because it caps everything else. Confirm with the Robots Check.
- Answer rose? New or rewritten content is getting quoted. Do more of whatever you just published.
- Evidence crept up? Your slow, compounding review and mention work is registering. Keep going.
- Recognize wobbled? Usually an entity inconsistency — a directory with a mismatched address, a broken
sameAslink.
The layer that moved tells you what kind of thing happened. You don't have to read everything — read the mover.
Read the prompt evidence
This is the part that turns a score into something you can act on, and the part worth your attention. The report shows the actual prompts tested and, for each, whether you were named — ideally with the response, so you can see who got recommended instead.
Two things to look for:
- Prompts where you flipped from named to not named (or vice versa). A loss is a to-do; a gain is a confirmation that something worked.
- Who showed up instead of you. When a competitor is cited and you aren't, the response often reveals why — they had a specific answer, a number, a review signal you lack.
The prompt where you're not named is more useful than the one where you are. It names the gap and, usually, the page that's filling it for someone else.
Use the competitor gaps
On the plans that include it, the Competitor Gap Matrix lines you up against the businesses repeatedly cited in your category and shows where they're winning a layer you're losing. This is your highest-signal to-do list, because it's specific and benchmarked against reality, not a generic best-practices checklist. If three competitors all have deep Evidence and you don't, that's the work — not another schema tweak.
Read the Flare summary, then do one thing
Flare, the advisor built into the report, translates the week into plain language and a prioritised next step. The discipline that makes weekly reporting actually work:
- Read the trend (up/down vs last week).
- Read the layer that moved (what kind of change).
- Skim the prompt evidence (where, and against whom).
- Do the one top action. Not all of them — the one with the most leverage.
Then close the report. The failure mode isn't doing too little per week; it's trying to do everything, getting overwhelmed, and doing nothing. One real fix a week compounds. A quarterly heroic overhaul doesn't, because by the time you finish, the landscape has drifted.
Why weekly, specifically
Weekly is the right cadence because it matches how fast this moves. Slower, and you miss a competitor displacing you or a fix that worked. Faster, and you're reacting to noise — the per-run randomness that smooths out over a week. Weekly catches real change while filtering the static. That rhythm — measure, read the mover, do one thing, repeat — is the entire operating model. The report is just the instrument panel.
Don't have a weekly report yet? Start with the free AI Visibility check for your baseline four scores, and see Flare's plans when you want the weekly tracking, prompt evidence, and competitor gaps turned on. Questions about reading yours? hello@rankinglocal.ai reaches me directly.