How To Choose An AI SEO Agency You Can Trust
Ask for one change and see what happens: request the raw answers and the run counts. An agency doing the work sends them the same day, since they already exist. One that does not will explain why the format makes that difficult. llm seo
Treat your marketplace listings as primary marketing assets rather than as a sales channel afterthought. Check the specifications match your own, that the product name is identical and that the category is right. A listing contradicting your own site creates exactly the inconsistency that stops mentions resolving.
When to Test More Often Three situations justify a tighter loop. During an active campaign where you need to attribute a specific change, weekly runs on a subset of prompts are reasonable, provided you accept the variance.
A retrieval fetch reads text present in the response. If your dimensions, materials, compatibility and price are not there as text, they do not exist for this purpose, however clearly they display in a browser.
Why the Format Wins When somebody asks an assistant who they should use, the answer required is a comparison. A page that has already performed that comparison, naming specific options and stating how they differ, maps directly onto the shape of the answer being composed.
What Padding Looks Like Screenshots of favourable answers with no indication of how many runs produced them. Industry news summaries that could have been written without opening your account. A rising score with no methodology. Traffic charts from unrelated channels included to fill space.
The Prompt Set, Unchanged The report opens with the prompt set used, versioned and dated, and a statement that it is identical to last month's. If it changed, the change is listed explicitly with a reason, and the previous series is kept alongside so comparisons remain honest.
Build the run into an existing routine rather than creating a new one. Measurement programmes in this field fail through quiet abandonment rather than through a decision, and a modest set attached to an established monthly process survives far longer than an ambitious one that depends on somebody remembering to start it.
Comparison Is the Native Format Shopping questions are comparison questions. Somebody asking what to buy wants options weighed against each other, so the sources that get used are the ones that have already weighed them.
This is worth accepting rather than fighting. Your own comparison page is still worth publishing, and it will rarely be the most cited source in your category. The higher leverage move is making sure the independent comparisons that already exist describe you accurately.
Keeping Them Alive Comparison content decays faster than anything else you publish. Prices change, features ship, companies get acquired and a page comparing five options on last year's figures is not just stale, it is wrong.
A Claim About Causation, Stated as a Claim The most valuable paragraph in the report is the one that says what moved and why the agency believes their work caused it, phrased as a judgement rather than a fact.
Ask one final question before signing: what would you tell me if this is not working after six months? The answer reveals whether they have thought about failure, and an agency that has not thought about failure will not recognise it. llm seo
Alternatives Pages Specifically The alternatives to a named product page deserves separate mention because it captures a buyer at an unusually decisive moment. Somebody searching for alternatives to a competitor has a problem, a budget and an incumbent they are unhappy with.
The fix is straightforward if slightly humbling. Pull the language from sales call notes, support tickets and the search queries in Search Console, then have somebody outside marketing read the prompt set and flag anything that sounds like a brochure.
The Data Has to Exist as Text The most common failure is mechanical. Specifications live in an image of a table, sizing sits in a downloadable PDF, and the price appears only after a script runs or after a variant is selected.
If you must change the prompt set, add new prompts as a separate cohort and keep the original series running unchanged. Editing the instrument retrospectively destroys the comparison you have been building.
What you are looking for is whether the questions sound like a buyer wrote them. If every prompt contains the client's category name phrased the way an internal marketing team would phrase it, they have tested how the brand talks rather than how customers ask.
Finally, pay attention to how they talk about their existing clients. Somebody who describes a client's category accurately, names the specific constraint that made the work difficult, and mentions something that did not work has actually done the job. Somebody who describes every engagement as a success in identical language has either been unusually lucky or is describing a template.