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How to design an AI-visible monthly report (with four layers of frame)

AI can see that the monthly newspaper is losing in reporting only "number of times mentioned". The paper provides a four-tiered frame of indicators — visibility, correctness, location quality, business results — to teach you how to translate AI visibility into a business language that the board can understand, along with honest attribution and page design.

Tenten GEO TeamPublished 2026-07-124 min read
An extremely simple AI-visible monthly report on the board table, with the main conclusion marked by soft and lavender purple light.

Most AI can see the monthly report loses in the first page: it tells the board that "we were mentioned 62 times this month," but it doesn't say that 62 times are worthless. Directors don't nod and budget because they're talking about an increase in numbers, they want three answers -- where we're going in the AI answer, right? The monthly report was written backwards, the conclusions and the amount, and then the indicators, before the report came into the conference room.

Why was the monthly paper turned over on the board table?

It's common practice to post the entire page of the visual tracking tool with a sentence "an increase of 18% this month." It's useful for people who are changing content every day, not for directors. The director's time is in minutes, and he's going to judge the company's profit or loss on the way to AI before he goes to page 2. There are too many indicators that have no focus, 30 numbers on the page, and only zero.

Another problem is the lack of matching. It doesn't make sense to say "62 times" alone, but it's up to the directors to decide whether it's good or bad, in line with last month, with three named rivals, and with your own goals. The monthly report is not about putting the data out, but about an interesting report: you have to finish "so."

Four-tier frame for a monthly report.

When we set the monthly reports for our clients, we fixed four floors from the bottom up, each level answering a question closer to the money. The more you go to the top, the more the board cares.

  1. First floor, Visibility: your reference to and volume of engines such as ChatGPT, Perplexity, Google AI, and competition. Answer "Ai have seen us".
  2. Second tier, correctness: the brand is described as the correct proportion, several factual errors or time-consuming information. Answer "Ai did you put us right."
  3. Third level, location quality: whether or not to be included in the list of recommended names, ranked in the number, and whether or not your link or name is in the answer. The answer is "Is AI putting us in a position where we will be selected?"
  4. Level four, business results: traffic from the AI engine, queries, business access and money. "Did it all turn into money?"

Only one primary number is left on each level.

Pick one on each of the four floors to be the headline number. Visibility is based on voice ratio, correctness is based on factual error, location quality is based on recommended hit rate, business results are based on AI source to add line amount (NT$). The first page is the four numbers matched by the arrows last month, and the board of directors has 30 seconds to read the details and turn back. It hurts, but the value of the monthly paper often comes from what you dare to delete.

AI is able to see the four-tier frame of the monthly newspaper, from bottom up to visibility, correctness, location quality, business results.
The four-storey markers are coming up from the bottom, the higher the top, the closer the harvest, the more the board cares.

Visibility to revenue: honesty of attribution

Fourth floor is the hardest and easiest to pour. Most of the AI engines do not give clean source tags, Perplexity quotes, and ChatGPT conversations are often recommended without trace. A three-line cross-evaluation is better than a hard-to-minus number: a traceable AI referral flow and its subsequent transformation; a self-repeated source of "how do you find us" in the form; and a change in brand size - when AI continues to recommend you, by name search usually follows.

Page report layout and reading action

The board of directors' sights go. The top line concludes with an increase in the amount of money; then a row of four headlines with a monthly arrow; a chart of trends in the middle, where you and your rivals can be compared; and three points on the second half, "What happened this month, what we did, what we do next month?" It's more detailed and methodological. The whole of the control completes the main conclusions on the page and the attachments are not limited in length but do not force reading.

A good monthly paper allows the director to share the conclusions with the CEO in the elevator: this month we're going from third to second in the AI answer, adding about $2 million of a pipeline, and then we're going to update the product.Tenten GEO consultant team

Three mistakes that discredited the monthly paper.

  • Only good news. The right drop, the competition overboard, and the directors don't trust reports of ever-green lights.
  • Midway indicator definition. This month, with reference to the number of times, next month with voice, the trend is broken. Define it first. Don't move for a year.
  • No next step. Each downgraded number is followed by a specific action and responsible person, or the monthly report is a record, not a management tool.

An AI-visible monthly report that directors understand is meant to translate "to be seen by AI" into "impact on business" and to show you how sure you are. The first month would be rough, with three months running. If you're not sure which floor you're missing right now, or whether the numbers on your hands are going to hold the board up, you can schedule a 30-minute GEO diagnosis, and we'll run your finger frame and gap sheet together.

Frequently asked questions

AI can see what indicators should be in the monthly report?
Use four layers of structure: visibility (sound ratio), correctness (fact error), position quality (recommended hit rate), business results (AI source added line amount). Each floor has only one headline in the first page, and the rest of it goes to the board of directors for 30 seconds.
How do I get back without the engine?
Three cross-line estimates: traceable AI referral traffic and subsequent conversions, form from source, and brand search volume variations. Don't make a hard number, change it to a branded level of credibility, and an honest estimate is more affordable for directors than a false precision.
How long does the monthly report take?
It is suggested that once a month, the main conclusions are contained in the page: one conclusion, plus money, four headlines, one competition against the trend, and what is being done this month and what is being planned next month. It is not forced to read.

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