When to Change Supplier Three conditions justify it individually. Raw answers cannot be produced on request. The prompt set has been changed without disclosure, which invalidates every comparison in every report you have received. Or two quarters have passed with the agreed inputs completed and no movement on citation presence, accuracy or source coverage.
What a Defensible Business Case Looks Like It states what cannot be measured. It reports inputs completed, with counts. It reports prompt set movement as fractions with visible run counts, split by intent. It includes the soft signals as anecdote clearly labelled as anecdote. It attributes every external statistic.
Keep a small number of deliberately hostile prompts in the set permanently. Questions asking whether you are expensive, slow or suitable only for large clients reveal what the system believes about your reputation, and the belief is often traceable to one specific source. Nobody enjoys reading those answers, and they generate more actionable work than the flattering prompts do.
Read the answers for confidence rather than accuracy at first. Hedged language, generic descriptions that would fit any competitor, and refusals to state a basic fact all indicate an incomplete record rather than a hostile one.
Use the Soft Signals Deliberately Two free signals carry more information than their informality suggests. Add a how did you hear about us question to your enquiry form and read the free text monthly rather than the categories.
Then listen for language. When prospects begin describing your business using phrasing you did not write and your competitors do not use, that phrasing came from somewhere, and generated answers are an increasingly likely source. It is anecdotal, it is not a number, and it is often the earliest indication that anything is working.
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.
Where you do name people, make the association reciprocal. Your site names the profile, the profile links back, and ideally some independent source associates the two without either of you arranging it.
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.
Every usability study for thirty years has said readers scan, look for the relevant section, and want the conclusion before the reasoning. Extraction wants the same thing for different reasons. When somebody claims that writing for machines requires sacrificing readability, they are usually describing keyword stuffing, which is a separate and obsolete practice.
Screenshots of favourable answers with no run count, which say nothing about how many attempts produced them. Impressions or traffic from unrelated channels included to fill a report. And activity described in the language of effort, such as ongoing optimisation, with no countable output attached.
The same caution applies to referral growth figures, which circulate widely without their context. One widely shared statistic showing several hundred percent growth in assistant referrals came from a sample of nineteen analytics properties. That is a real observation and a genuinely small sample, and the difference matters when you are deciding where to move budget.
The Mistake Almost Everyone Makes Prompt sets written by marketing teams use marketing language. They contain the category name the company uses internally, the segment labels from the positioning document, and the phrasing from the website.
The test that keeps this honest is simple. Show the rewritten page to somebody who buys from you and ask whether it is clearer. If the answer is no, no amount of extraction friendliness makes it a good page. generative engine optimization
A false trade off gets invented early in most of these projects. Somebody proposes stripping the design, flattening the copy and restructuring everything around what a crawler finds convenient, and somebody else correctly points out that this would make the site worse for customers.
Weight toward the commercial tiers. Roughly a third on buying intent, a quarter on evaluation, a quarter on problem framing and the remainder split between definitional and branded is a reasonable starting distribution.
Include the Awkward Ones Two categories get left out for uncomfortable reasons and are among the most informative. First, prompts naming your competitors directly, which show whether you appear as an alternative to them.
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.
