Local Businesses And The AI Recommendation Problem
Publish Your Own Comparison Anyway It will rarely be the most cited source in your category and it is still worth having, for two reasons. It puts a version of your figures into circulation stated correctly, and it is frequently the page journalists and roundup writers use when compiling their own comparisons.
One thing worth measuring separately is how recent your reviews are relative to your competitors on the same platform. Volume comparisons are the usual instinct and recency is the more informative one, because a profile with steady recent activity describes a business as it operates now while a larger historic total describes one that used to be busy.
Ask How They Price It Retainers dominate this field and mostly make sense, because the work is continuous and the third party portion is slow. What matters is what the retainer covers and whether the scope is written down in units you can count.
A page worth having states what you do in that area specifically: which neighbourhoods, what travel time, what jobs are common there, what the local constraints are. If you cannot write anything genuinely local about a town, the honest answer is not to publish a page for it.
Three acronyms, considerable overlap, and no governing body to settle the definitions. Different agencies use them differently, some interchangeably, and a few have invented a fourth to differentiate a proposal.
Answer Engine Optimization Older and broader in origin. It predates the current generation of assistants and originally covered any surface that answers directly, including featured snippets, knowledge panels and voice assistants.
What Brands Usually Get Wrong in Response The instinctive response is to publish more brand content, which addresses none of the above. The second instinct is to try to displace the review site, which is not achievable and would not help if it were.
Reviews Are the Local Corroboration Layer For a local business, reviews are close to the whole evidence base. There is rarely trade press, rarely analyst coverage, and often no comparison articles at all, so review platforms carry the weight alone.
And pick a narrow enough definition of what you do that the existing coverage is thin. Competing to be the best documented answer to a specific question is a solvable problem. Competing for a broad category against everyone is not, and the small operators who do well here are almost always the ones who narrowed first. llm visibility tracking
A Single Topic Site Has No Redundancy A site covering one subject has no second chance. If the handful of pages describing that subject are not readable, there is nothing else for a system to fall back on.
That emphasis is worth watching, since retrieval is where most current influence actually lies. A proposal built primarily on getting into training data is describing a slower and far less controllable mechanism than one built on being retrievable now.
Assume the pitch is good. Everyone's pitch is good, and the vocabulary in this field is easy enough that a competent salesperson can hold a convincing conversation without anyone behind them who can do the work.
Run a commercial prompt in almost any category and look at what gets cited. Review platforms, roundups and comparison sites appear first and most often, and the brands being discussed appear well down the list if at all.
Ask how they will handle being wrong. Every engagement in this field produces at least one confident recommendation that does not work, because the systems change and the published research is thin. What matters is whether that gets reported or quietly dropped from the next deck, and asking the question directly at the outset makes it considerably more likely to be reported.
Consistency Matters More Than Anywhere Else Local identity resolution depends on the business details agreeing across a long tail of directories, many of which nobody has looked at in years. Old addresses, disconnected numbers and previous trading names sit in these places indefinitely.
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.
The condition is that it has to be honest. A comparison where every row favours you is transparent to readers and produces nothing quotable as an impartial claim. Name real competitors, use concrete axes, and state plainly where somebody else is the better choice.
This is also why review volume and recency show up so consistently in what gets cited. A platform with forty recent accounts of working with you is more informative than your own page saying customers love you, and it is treated accordingly.
The Details That Get Quoted Locally Local recommendations turn on practical specifics, and most local sites omit all of them. Your actual coverage radius. Whether you handle emergency call outs and at what hours. Typical price range for a common job. Whether you are licensed, insured and to what level.