What Honest Reporting Contains The prompt set, versioned and unchanged since last month. The raw answers, kept in full rather than summarised. Which competitors were named. Which sources were cited. What work was done. What moved, and the specific claim about which work caused it.
One warning about testing. If you fix something and immediately re-run a prompt in the same session, the assistant may repeat its earlier answer from context rather than retrieving afresh. Start a new session, and run the prompt several times, before concluding that nothing changed. ai seo agency
There is almost always a specific, findable reason for this, and it is rarely that the model dislikes you. Here are the causes worth checking, roughly in the order that they tend to be responsible. ai seo agency
If the baseline exists, access problems were found and fixed, listings were corrected with names attached, and the source list has begun to move, the engagement is on track even if mention rate has not shifted. If none of those happened, the next ninety days will not be different from the first. ai seo agency
This frequently produces the first result of the engagement, because access failures are total and fixing them can change answers within days. It should also be short. A fifty page technical audit at this stage is usually padding drawn from a generic template.
Because there is no independent scoreboard in this channel, an engagement can run for a year on the strength of a number the supplier produces. That is an unusual amount of trust to extend, and it makes knowing what to check more important here than in any other marketing channel.
Weeks Three and Four: The Access Findings A technical report covering crawler permissions, what the relevant agents actually receive from your server, whether bot management is interfering, and what survives on your key pages with JavaScript disabled.
Check your robots file, then check your server logs for the relevant agents and see what status codes they receive. A site that returns a challenge to every non-browser request is invisible to this entire channel, and nobody involved will have thought of it as a marketing decision.
That means an unlinked mention in a trade publication can be worth more here than a linked mention in a low quality outlet, which inverts the priority most digital public relations programmes were built on.
Verify the Fix Without Fooling Yourself Re-ask the same four questions quarterly rather than weekly, from a fresh signed out session. Identity work has slow feedback because scattered sources have to be re-crawled before the picture updates, and checking too often produces noise that looks like failure.
You Are Blocking the Crawlers The most common cause is also the least interesting. Your robots.txt disallows the user agents that feed AI systems, or a firewall rule is rejecting them, or a bot management product is serving them a challenge page they cannot pass.
None of these are traffic numbers, which is the uncomfortable part. Much of the value in this channel arrives without a click and shows up weeks later as somebody who already knew what you did before they contacted you.
An entity gap is a specific and diagnosable condition. The system has encountered your company, holds some facts about it, and lacks the confidence to say anything definite. The symptom is hedging: vague descriptions, a refusal to recommend, or your details attached to a different business with a similar name.
The Mechanism Has Changed A link passed authority through a graph. A mention in a generated answer works differently: the publication's text is retrieved, read and used as evidence about what your company is and whether it is worth recommending.
The third question matters most. A good answer names a cause, attaches a number and admits an alternative explanation. A weak answer describes activity in the language of effort without connecting it to anything observable.
Nobody Independent Talks About You This is the cause most brands resist hearing. Assistants lean heavily on third party sources when making recommendations, because a company describing itself is a weak signal. If no review platform, directory, forum thread, comparison article or publication mentions you, there is nothing to corroborate your claims.
Fair Reasons for Flat Results Not every flat quarter is a failure, and being unfair about this loses good suppliers. A saturated category takes longer. A site that needed substantial technical work will have spent the first months on it. Earned coverage depends on other organisations publishing, which nobody can schedule.
Acquisitions deserve particular care. An acquired brand carries its own accumulated record, and both merging it into yours and keeping it separate are defensible choices. What fails is doing neither, leaving two partly overlapping records that each dilute the other, which is the most common outcome because nobody owns the decision.