What AI Says About Your Organization Matters More Than You Think
AI has quietly become the first research stop before meetings, media calls, and policy decisions. The problem with that? Most organizations have no idea what it says about them.
A legislative staffer asks Claude to brief them on the issues before a meeting. A journalist uses Perplexity to background a story before they call anyone. A grassroots advocate asks ChatGPT what a particular organization does and what it stands for. These are not edge cases anymore; they are the new routine.
The question worth asking is: how are these models responding?
For most organizations, the honest answer is we don't know. And that blind spot is a real problem.
AI answers are not Google results
When someone searches for an answer on Google, they get a list of links. They make choices. They read. They begin to form their own view from multiple sources. Importantly, there is healthy level of friction between the initial search and the conclusion.
But AI answer engines work differently. They synthesize, producing a single answer, often without showing their work, built from whatever sources they consider credible and well-structured. The user reads one response and moves on.
If that response leads with opposition framing, cites critics of your industry, or simply gets your organization’s identity wrong, the damage happens without you even knowing. There is no chance to ensure you are making the proper first impression if the impression never gets flagged in the first place.
This is the AI visibility problem, and it is distinct from anything traditional media monitoring or SEO tracks.
The inputs are familiar, but the channel is not.
What determines whether an AI engine cites a client favorably comes down to a short list: authoritative sources, clear and structured content, credible third-party validators, and consistent earned media presence in publications these systems treat as trustworthy.
That is a description of what public affairs firms have always managed. Coalition validators, earned placements, structured issue content, credible positioning. The work is not new. The channel is.
The difference is that the organizations doing that work well for traditional media and search are often invisible in AI. Content is often buried in PDFs, issue pages are written for persuasion rather than information, and their website may even block AI crawlers entirely without anyone knowing.
The result? Two or three opposition-aligned sources can be cited across every major query while a well-funded advocacy operation goes unmentioned.
This is solvable
We have done this work, and the fixes are more straightforward than most people expect. In a recent audit we ran for an advocacy group, every major AI engine failed to consistently and correctly identify the client on basic identity queries, often returning a different organization with the same acronym instead. The fix was not just a technology project–it required a coordinated communications effort: a structured FAQ page, a few configuration changes, and schema markup that told AI crawlers exactly what the organization was and what it stood for. None of it required a developer, and most of it was content work our team excels at.Getting the technical layer right is the starting point. The strategic layer is what actually moves the needle, and it is the same expertise public affairs firms already have: earned media, third-party credibility, and issue framing.
Why this matters now
Public affairs has always been about getting ahead of the story. The challenge now is that part of the story is being written by AI engines before anyone in your organization has seen the question.
In audits we have conducted, less than 25% of AI responses were favorable to the client, and in some cases, 20% of responses actually led with opposition framing. The organizations had no idea. They had a strong earned media program, grassroots advocacy operation, and extensive content libraries, but none of it was consistently cited by AI.
That is where the team at The Herald Group comes in. We are uniquely positioned to help clients discover, address, and act on this gap. Our methodology is grounded in the same public affairs expertise that drives everything else we do: earned media, credible sourcing, and issue framing. If you have never looked at what AI says about your organization or the issues you work on, it is worth finding out. We can help.
