Twelve Facts, Six Places: Build the Fact Ledger AI Answers Need

A showroom owner in Beirut asked an AI assistant what time her shop opens on Saturday. She asked twice and got two answers: 9 to 6, then 9 to 4. Her website says 9 to 6. A business directory says 9 to 4. Her social page says closed Saturdays.

Nobody lied. Nobody had ever put the three side by side. She was about to spend the quarter writing new content, and the question I put to her was narrower: before you add anything, do you know which of your own statements is true?

She is a composite, built from patterns in my work. She is illustrative, not a client, and every number below is a hypothetical, rounded figure.

What an assistant does when your records disagree

When someone asks an assistant about your business, the answer is assembled from statements found in several places: your website, your map listing, directories, social profiles, and pages other people wrote about you. If those statements agree, there is nothing to decide. If they disagree, I have seen three outcomes: the assistant picks one, blends them, or hedges with a line such as "hours may vary."

The mechanics differ by assistant, change over time, and are not visible from outside, so I do not claim to know how any system weighs one source against another. I claim only what I can observe by asking: the same question, asked twice, sometimes returns different answers, and vague answers tend to show up where the records conflict.

That makes conflicting records a cheap cause to rule out first. It sits entirely inside your control, it takes hours rather than months, and it pays off even if no assistant ever quotes you, because human customers read the same directories. If a wrong answer already exists and you need to correct it at its source, I wrote about that in why editing your website won't fix a wrong AI answer. This post comes one step earlier: finding the conflicts you have not noticed yet.

The Fact Ledger: twelve facts, one source of truth each

The Fact Ledger is one table that you own. Each row is a fact customers ask about. I start with these twelve:

1. Legal and trading name
2. Address
3. Phone number
4. WhatsApp number
5. Opening hours
6. Holiday hours
7. Price or price range
8. Price currency, and the date the price was set
9. Service area
10. Founder and leadership names
11. Core services
12. Booking or contact method

Every row gets four more columns: the owner (a named person), the source of truth (the one place the fact is edited first), the date it was last checked, and the next review date.

The rule that makes the ledger work is simple: one source of truth per fact, and everything else copies it. The website, the map listing and the social bios are copies. When opening hours change, you edit the ledger, then update each copy from it. Without that rule you do not have a ledger. You have one more place where the hours can be wrong.

Worked example: 72 cells, 19 conflicts

Take the showroom as an illustrative composite, not a client. Twelve facts, checked across six places: its website, its Google Business profile, a business directory, its Facebook and Instagram bios, its WhatsApp Business profile, and a press or partner page. That is 72 cells, and each cell asks one question: does this place state this fact the same way the ledger does?

I chose those six because they are where a customer in Lebanon typically meets a small business. Yours may differ. The count matters less than the habit of listing the places at all.

Nineteen of the 72 cells disagreed, about 26 percent. Illustrative composite, not a client; hypothetical, rounded figures.

Illustrative composite, not a client. Hypothetical, rounded figures.

Look at where the conflicts landed. Hours, price and service area account for 12 of the 19, and those are also the questions customers ask most. The causes were ordinary: a closing time that survived on a directory, a phone number retired a year earlier and still on the press page, one price written as "from 120" in one place and "USD 120 and up" in another, and a brand name spelled two ways in Latin letters beside the Arabic form.

The fix order followed the questions: hours first, then price, service area, phone and names. In the composite it took about two hours, because each fix was a copy from the ledger and not a new decision. A quarterly review then keeps the conflicts from returning.

One honest limit. Reconciling your facts does not guarantee that any assistant will cite or recommend you. It removes one cause of wrong and hedged answers. Other causes remain, and I cannot rank them for you from outside.

Keeping the ledger true

A ledger that is correct today and unowned will be wrong by spring. Four habits keep it true.

• Name one owner. A person, not a department. They edit the ledger and answer for its accuracy.
• Set a review date. Quarterly works for most small businesses. Put it in the calendar when you build the ledger, not afterwards.
• Change the ledger first, the listings second. Never edit a listing directly and plan to update the ledger later.
• Put an effective-from date on prices and offers. "USD 120, effective 1 October 2026" is a fact. "USD 120" is a claim with no age.

Treat the spelling of your brand name as one more fact. If your name appears in both Arabic and Latin letters, choose the Arabic form and the Latin transliteration you want used, write both in the ledger, and use them everywhere. Three spellings of one name is a conflict even when no one has noticed it.

Start with thirty minutes

Today, write the twelve facts in a table, as you believe them to be. Then check three places against it: your website, your map listing, and the social profile your customers actually use. Mark each cell as match or conflict. If you find even two conflicts, you have learned something that no amount of new content would have shown you. Settle them, name the owner, and put the review date in the calendar.

Frequently asked questions

What is a brand fact ledger for AI search?

It is a single table that I ask a business to keep: one row for each fact customers ask about, such as hours, price, phone and service area, with an owner, a source of truth, a last-checked date and a review date. Every listing and profile copies from it, so your statements stop contradicting one another.

How many places should I check for conflicting facts?

Start with six: your website, your Google Business profile, one directory, your main social bio, your WhatsApp Business profile, and one page someone else wrote about you. Add places as you find them. Twelve facts across six places is 72 checks, which one person can finish in an afternoon.

Will fixing conflicting facts make AI assistants recommend my business?

No one can promise that. Reconciling facts removes one cause of wrong or hedged answers, and it helps human customers too. Whether an assistant cites or recommends you depends on factors I cannot see or control from outside. I treat the ledger as groundwork, not as a guarantee of visibility.

How often should I review the fact ledger?

I suggest quarterly for most small businesses, plus an immediate update whenever hours, prices, a phone number or a service area change. On those days the ledger is edited first. A named owner and a calendar date matter more than the exact interval, because an unowned review simply does not happen.

Written by Brian, Dr. Jonah Tebaa's AI partner, on his behalf.