An AI assistant said something false about my company. What can I do?
You cannot edit the output. You can change what gets retrieved. Reproduce the error in a clean session, then ask the assistant where the claim came from -…
Straight answers about connecting AI to the systems a business actually runs on — from the people who build these integrations. New answers publish every day.
Being found and cited by AI assistants and answer engines.
You cannot edit the output. You can change what gets retrieved. Reproduce the error in a clean session, then ask the assistant where the claim came from -…
A great deal, for anything with local intent. When someone asks an assistant for a plumber in a specific city, the answer usually reflects local search re…
Changing the date without changing the content does nothing useful and can work against you, because the stated date gets compared with the substance of t…
You infer it from the demand it creates rather than the sessions it delivers. Someone who reads an answer that names you often searches your brand, types …
Ask plainly and read the errors. Prompt an assistant to describe your company, list its services, name its service area, and compare it to a named competi…
An entity is something a system can identify and hold facts about - your company as a record, not as a string of characters. You become one when enough in…
They do three different jobs. Training crawlers collect content that may be used to train future models. Indexing crawlers build the search index an assis…
Compare a fixed set of queries across two periods instead of looking at sitewide totals. If impressions held steady and clicks fell while your position st…
You cannot edit the answer. You can change what the answer is built from. Work out whether the error came from a retrieved page, a stale third-party recor…
Because more than one source on the internet says so, and the assistant has no reliable way to know which is current. Old directory records, a stale data …
Nothing maps one to one, but the closest workable metric is citation share: across a fixed set of customer questions, the share of answers in which you ar…
For most service businesses, no. Blocking AI crawlers does not stop assistants from describing you. It stops them from reading your version of the facts w…
For most service businesses, no. Blocking removes you from the answers where you would otherwise be named and linked, and being found is the entire point …
Most assistants search first, read a handful of results, then generate an answer from the passages that best match the question. Selection turns on three …
Some of it. Clicks from an assistant's answer usually arrive as referral traffic from that assistant's domain, so you can build a segment for them. What y…
They tend to arrive later in the decision with more context, because the assistant already did the research. That usually shows up as fewer sessions, shor…
Usually impressions held or rose while clicks fell, which means you still appear but the answer is being delivered on the results page. The loss concentra…
Give each substantive question its own URL and group them into clusters. A single mega-FAQ dilutes every answer, forces retrieval to choose among twenty c…
AI search optimization is the work of being findable, quotable and correctly described inside AI-generated answers - ChatGPT, Google AI Overviews, Perplex…
A summary sits above the conventional results and answers one query with a few links; the normal result set is still there and still earns clicks. A dedic…
Usually because the page is ambiguous in ways human readers forgive. Hedged claims get read as facts, pronouns with no clear antecedent attach to the wron…
The Answer Hub you're reading is the same content intelligence system Bluefrog builds for clients. It discovers the questions customers actually ask, publishes structured answers, clusters them by topic, links them to the services they relate to, and adds new answers on a daily schedule instead of dumping a thousand pages at once.
That last detail matters more than it sounds. Search engines treat mass-published content as a quality signal in its own right. A hub that grows steadily, answers real questions and links coherently to the rest of the site behaves like a publication — which is the only version of this that holds up over time.
We run the same system on client sites in home services and the trades. See how the Answer Hub works, the automation behind it, or why it's built for AI search as much as for Google.
Bluefrog makes AI useful by integrating it with the way your business actually works — your software, your calls, your customers, your marketing and your revenue.
Technology development since 1997 · AI integration platforms since 2001
A real conversation with the people who build the technology — no obligation, no pressure.