The First Reader Isn't Human
By Brett Horvath and Daphne Davis Moore
What you need to know:
AI agents are already reading, summarizing, and filtering your organization's materials before any human sees them. The first reader of your grant proposal, your annual report, or your policy brief is increasingly not a person.
Agents don't fit neatly into one category on your communications plan. They act as audience, messenger, and filter simultaneously, reshaping how every other audience encounters you.
The first interpretation an agent produces tends to compound. If it gets you wrong early, that wrong version circulates.
The discipline required to communicate well to agents is the same discipline that makes your message land with a busy human. This isn't a departure from the craft. It's the craft, sharpened.
Every communications professional knows how to think about audiences. Policymakers need data and policy hooks. Funders need impact and alignment. Media needs story and stakes. You segment audiences and tailor what you say to each one.
But there is an audience that most communicators have never planned for, one that is already reading everything you publish, summarizing it for decision-makers, and determining how every other audience encounters your organization.
Consider the GitLab Foundation. When it opened up $4 million in grants and received 800 applications, its program officers turned to AI to make sense of them all. Reviewing that volume would normally take hundreds of hours. With AI doing the screening, it took 30 minutes. Chronicle of Philanthropy
That's not a hypothetical. It's already how funding decisions get shaped. Before a program officer reads your proposal, an AI agent may have already read it, summarized it, and decided what's worth their attention.
Agents aren't chatbots or search engines. They're autonomous systems that read, reason, and act on behalf of the people you're trying to reach. In practice, that means an agent reads your document, generates its own summary of what it found, and delivers that summary to the person who asked. The human reads the agent's version, not yours.
And our argument, after months of working with organizations across the social sector, is that treating agents as just another line on the audience matrix doesn't go far enough.
Agents aren't just a new audience. They're becoming the primary audience, and the most important messengers you have.
A New Communications Reality That Demands a Response
The traditional way to build a communications plan is to think about the audience, the messengers who can reach them, the messages that work, and the platforms that carry them. When communicators hear "AI," the instinct is to slot it into one of those categories: a new channel, maybe, or a new audience to add to the matrix. Develop some tailored content, update the plan, move on. That instinct understates what's happening. AI agents don't sit neatly in one category. They play in every one of those stages at once. They are the audience, reading every document your organization produces. As messengers, they relay what they find back to the humans who asked. They also reshape the message itself, producing a new interpretation that becomes the version your actual audience encounters. And they do all of this across every platform and channel simultaneously. Take every audience, every trusted messenger, every channel: agents are already becoming the primary mediator for how all of it happens.
When a foundation program officer asks an AI assistant to summarize your grant application before reading it, the agent is your first audience and the officer's primary filter. When a journalist asks an AI to map the field of organizations working on your issue, the agent decides whether you appear at all. When a policymaker's staff uses AI to triage stakeholder positions, the agent determines which voices make the briefing. When a donor's advisor uses AI to evaluate portfolio alignment, the agent shapes whether your organization looks like a fit or a miss. This is not a new channel to add to your plan. It is a cross-cutting layer, not a channel at all. You would usually plan your communications almost in silos for each audience, but agents cut across that matrix. They are reshaping your organization, your partners, and every issue you work on. This layer doesn't sit beside your existing strategy; it runs through all of it. Agents don't just receive your message. They determine how every other audience receives everything about you.
Agents Reshape the Message
Here's what makes this different from every previous shift in the communications landscape, from broadcast to digital, from owned media to social, from editorial to algorithmic.
In every previous shift, the new channel was additive. Social media didn't eliminate press conferences. Websites didn't replace direct mail. Each new channel required new tactics, but the fundamental dynamic held: you crafted a message, chose a channel, and reached an audience.
Agents break that model. They don't just deliver your message to a new audience. They reshape it before it reaches any audience. An agent summarizing your annual report for a funder isn't relaying what you said; it's producing a new artifact, its interpretation of what you said, and that artifact is what the funder reads.
Here's why that first interpretation matters so much: agents often reuse what they've already generated. Once an agent has summarized your organization, that summary — not your original materials — becomes the shortcut it reaches for next time. The next query pulls from it. The next recommendation builds on it. Other agents may pick it up too. That's how one early interpretation, accurate or not, becomes the version of you that keeps circulating.
It compounds like interest, in whatever direction the first interpretation set.
AI is Creating Advantages
The data communicators track most closely, web traffic, is already telling this story.
Google's AI Overviews, the AI-generated summaries that now appear at the top of search results, have reduced organic click-through rates by as much as 61% (Search Engine Land). When an AI Overview appears for a query, the top-ranked organic result sees its click-through rate drop by roughly a third, and later 2025 studies put the decline closer to half (Ahrefs). For many organizations, this means fewer people visiting their websites, not because the content is weaker, but because an agent answered the question before the searcher got there.
The flip side matters just as much. Sites that are accurately cited in AI Overviews see 120% more organic clicks per impression than those that aren't (SEO Kreativ). Being well-represented by AI is more than a defensive move. It's a new form of earned media, and a more powerful one than a traditional search ranking, because it comes with the agent's implicit endorsement.
The organizations that understand this distinction early won't just protect their positioning. They'll gain compounding advantage as agents increasingly mediate how every audience encounters them.
Five Ways to Treat Agents as a Core Audience
Communicators already have the core discipline for this. Audience segmentation, knowing who you're talking to, what they need to hear, and how to structure your message accordingly, is foundational to the profession. The questions don't change. The answers do.
Here are five ways to apply that discipline to agents:
Lead with what you actually do, not how cleverly you can describe it. A clever headline catches a human's eye. An agent parses it for meaning, and if that meaning is buried in wordplay, the agent will miss it, or worse, misread it. Clarity gives creativity something to stand on, for human and machine readers alike.
Make your core narrative consistent everywhere it appears. Agents aggregate across channels. If your website says one thing about your mission, your annual report says another, and your social media says a third, an agent synthesizing all three will produce a muddled summary, and that muddled summary is what a program officer or journalist sees first. The organizations that fare best are the ones whose positioning holds together across every surface
Structure your materials for extraction, not just reading. When 60% of executives regularly use AI to support their decisions (Deloitte's 2026 Global Human Capital Trends survey), the structure of your documents matters as much as the prose. Give agents clear headings, specific claims, and data they can source. A wall of narrative text is harder for an agent to summarize accurately than a document with clear sections and explicit takeaways. Structure is now a strategic choice, not a formatting preference.
Replace aspiration with specificity. "We're transforming communities" means nothing to an agent. "We placed 1,200 people in jobs across 14 rural counties in 2025, with an average wage increase of 38%" means everything. Agents surface the specific over the vague, because specifics are what they can accurately relay to the human who asked. And a busy program officer with thirty seconds to decide whether to keep reading responds to specificity the same way an agent does.
Audit how agents currently see you and close the gaps. Ask an AI assistant what your organization does. Ask it how you compare to peers. Ask it to summarize your most recent annual report. What you get back is what program officers, journalists, and policymakers are already getting. If it's wrong, that's not an AI problem. It's a communications gap, and it's one you already know how to close.
None of these principles contradict good human communications; they reinforce it. The discipline of communicating clearly enough for an agent to represent you accurately is the same discipline that makes your message land with a human who has limited time and attention. Agent-ready communications isn't a departure from the craft. It's the craft, applied to the reality of how information moves in 2026.
Scaling High-Touch
There's one more dimension to this, and it goes beyond defense.
The best communications have always been relational: high-touch, high-trust, built on intimate understanding of your audience. The catch is that relational work doesn't scale. You can have a personal relationship with fifty funders. You can't have one with five thousand stakeholders.
Agents change that equation. When your public-facing materials are clear, consistent, specific, and well-structured, agents can represent you accurately at scale, to audiences you'll never meet and at speeds no human team could match. The strongest approach now is agent-mediated but human-centered: using the agent layer to scale the kind of high-fidelity communication that used to require a personal relationship.
It extends the human dimension rather than replacing it. The organizations that get this right won't just be better positioned with funders and policymakers. They'll have multiplied their communications capacity without adding headcount, because every agent that encounters their materials becomes an accurate ambassador for their work.
What Comes Next
The ground is still shifting. AI agents aren't just an audience to account for; they're becoming infrastructure that organizations can build on. In the next installment of this series, we'll examine what happens when organizations move beyond agent-ready communications to agent-powered operations, using AI not just as an audience to reach but as capacity to extend what their teams can accomplish.
About This Series
This is the second in a series examining what becomes possible when the social sector treats AI not as a tool to adopt but as a force already reshaping the landscape it operates in. The first article, "The Ground Is Shifting. Do More Than Take Notes," established the gap between adoption and transformation. This article explores one dimension of that gap, the communications dimension, and what closing it looks like.
Brett Horvath is a strategist working at the intersection of AI, information warfare, and political and economic risk. He advises elected officials, policymakers, Fortune 100 leaders, and government teams on navigating engineered volatility and rapidly shifting information environments.
Daphne Davis Moore is a communications strategist who has shaped public narratives for more than three decades, guiding presidential campaigns, nonprofits, and Fortune 500 companies through pivotal moments of change. She is a trusted counsel to leaders who understand that the right message at the right moment can fundamentally alter the trajectory of a cause, a career, or an organization.