A CBC PR Practice
The PR methodology for AI search visibility in food and beverage, health and wellness, parenting, lifestyle, and clean beauty.
AI search has become a primary discovery channel for consumers in the categories CBC knows best. We’re a public relations agency, and we’ve spent two years building the earned media methodology — Credibility Architecture™ — that makes brands visible in AI search. It draws on the same media relationships we’ve been building in these categories for 25 years.
Why This Matters Now
Eighty-nine percent of links cited by AI tools come from earned media.
That finding, from Muck Rack’s 2025 analysis, is the clearest evidence yet that a strong PR program has never been more strategically valuable — and that building it with AI visibility in mind is a genuine competitive advantage.
A 2025 study by Outcomes Rocket analyzed 5,472 health citations across major AI platforms and found that consumer-facing health media — the outlets PR teams pitch every day — were cited at a nearly 60/40 rate over peer-reviewed research. The media relations work your agency does in food, health, and wellness carries more weight in AI answers than the journals your R&D team publishes in.
89%
of AI citations come from earned media
Muck Rack, 2025
59%
of health AI citations come from consumer media, not peer-reviewed research
Outcomes Rocket, 2025
5–10
sources synthesized per AI answer — one placement is a data point, not a position
The Shift
AI search doesn’t rank pages. It synthesizes answers.
When a consumer asks “what’s the best probiotic for gut health” or “is collagen actually worth it,” the model pulls from multiple sources and rewards one thing above all else: consistency across a network of credible, independent voices.
One strong placement is a data point. The same core message appearing consistently across health media, food media, creator content, and owned channels becomes consensus. Consensus is what gets cited.
Building that position requires coordination across the areas most PR programs already manage — media relations, thought leadership, creator work, owned content, and measurement. The difference is running them together, with consistent messaging and deliberate timing, so each placement reinforces the next. That’s the work Credibility Architecture™ was built to do.
Our Approach
We call the framework Credibility Architecture™.
It coordinates five areas of your communications program — media relations, thought leadership, creator programs, company content, and measurement — so each one reinforces the others. We run them together, with consistent message architecture and coordinated timing, so individual placements build toward the multi-source presence AI models treat as authoritative.
The goal is to make your brand the default answer to the questions your customers ask most.
01
Media relations
Outlet targeting by AI citation weight, not just prestige. Message architecture defined before outreach begins, so coverage compounds instead of contradicting itself.
02
Thought leadership
AI models track entities — including people. Credentialed experts deployed consistently across media, LinkedIn, and owned content build the authority signal that transfers to your brand.
03
Creator programs
Substantive creator content — a nutritionist discussing your category in depth — generates more AI-relevant signal than reach-based posts. We brief creators like journalists: category context first, brand second.
04
Company content
The one lane brands fully control. Built to inform, structured around the exact questions consumers type into AI tools, with named experts and language that matches your earned placements.
05
Measurement
RankScale.ai citation tracking across ChatGPT, Perplexity, Google AI Overviews, and Claude. Quarterly AI share of voice reporting and competitive benchmarking.
“Strong earned media has always built trust with human audiences. It turns out it builds trust with machines too — and now we can measure it.”
— Len Cercone, Founder and CEO, CBC PR
Twenty Five Years of the Right Relationships
The publications AI engines cite most in food, health, wellness, parenting, and lifestyle are the exact outlets CBC publicists have been building real editorial relationships with for over two decades — and that’s not a coincidence.
Four times a year, through our HOUSE Programs, we bring top consumer editors from Healthline, EatingWell, mindbodygreen, Bon Appétit, and publications like them together with brand teams in Temecula, Stowe, and other curated settings. Real relationships, built over days, not pitches sent into a void. The editorial access we give publicists year-round — and the coverage that follows — is built on those relationships.
We didn’t build those programs to solve an AI problem. We built them because meaningful relationships produce better coverage. Better coverage in the right outlets, attributed to real experts, consistent across multiple sources, is exactly what AI treats as authoritative.
Major agencies hire CBC specifically for this access. It’s the reason Edelman and Ketchum bring us in when their clients need placement in outlets that don’t respond to cold outreach. You can’t manufacture it. We’ve spent 25 years building it.
Start Here
The Credibility Architecture™ methodology, in two formats.
We’ve documented our full AI visibility approach in two resources — one built for teams making the internal case, one for teams ready to build the program. Both lay out the same methodology CBC uses with food, health, wellness, and clean beauty brands. Both are free.
The Five PR Lanes for AI Search Visibility
A visual introduction you can read in 15 minutes and share immediately. Covers the three core PR lanes that drive AI citations in food, health, and wellness — and how to start building your program today. Designed for the brand-side PR or marketing leader who needs to understand the AI visibility landscape without a 40-page report. A preview of the full field guide.
WHAT’S INSIDE
- Why one great placement in a top outlet often isn’t enough to appear in AI answers
- The 89% stat, what it means, and how to use it to reframe your PR investment
- The five-lane model that drives AI visibility — and how your current program maps
- A quick-start checklist: the seven moves to make this quarter
- The publications driving AI citations in food, health, and wellness
Five PR Lanes: The Field Guide to AI Search Visibility
The complete guide for teams ready to build an AI visibility program, not just understand the concept. All five PR lanes, fully detailed — with enough specificity that a brand team or PR agency can implement the methodology without outside help.
WHAT’S INSIDE
- A tiered publication guide: which outlets drive AI citations in health, food, and wellness — and why
- Why message inconsistency across placements is now an active liability, and how to fix it
- How to run an AI visibility audit on your brand in under an hour
- The full Credibility Architecture™ methodology, lane by lane
- How to brief creators and influencers for AI visibility, not just reach
- What to measure, how often, and what a shift in AI share of voice actually looks like
Delivered immediately after sign-up.
Common Questions
What is AI visibility and how is it different from SEO?
SEO optimizes pages to rank in a list of results. AI visibility is about appearing in the synthesized answer a language model generates when someone asks a question directly. The mechanics are different: AI models weight corroboration across multiple sources, expert attribution, content structure, and freshness. Strong SEO and strong AI visibility often require the same underlying work — earned media, credible content, expert positioning — but they’re not the same measurement problem, and they’re not always won by the same tactics.
Does this mean traditional media relations isn't enough anymore?
No. Strong earned media in the right outlets is the foundation of AI citation authority — and the publications CBC publicists have been building relationships with for 25 years are the same ones AI engines cite most. What AI visibility work adds is coordination and measurement: consistent messaging across placements, multi-source coverage, and a clear view of where brands stand in AI answers over time. The media program doesn’t change. The lens on it does.
Which brands benefit most from this work?
Food, health, wellness, parenting, lifestyle, and clean beauty brands in categories consumers actively ask AI about — “what’s the best probiotic,” “is collagen worth taking,” “what clean beauty brands actually work,” “what’s the best stroller for a newborn,” “how do I actually simplify my home.” If your customers are using ChatGPT, Perplexity, or Google AI Overviews to make purchase decisions in your category, AI visibility is directly relevant to your business.
How does CBC measure AI visibility?
We use RankScale.ai to track AI citation data across ChatGPT, Perplexity, Google AI Overviews, and Claude — showing which brands appear, which publications are cited, and how that changes over time. We run quarterly AI share of voice reports and benchmark clients against category competitors. For teams new to this, we also walk through a quick audit at the start of any engagement: ask the ten questions your customers ask most about your category across the major AI platforms and document what comes back. That baseline changes how most teams think about their program.
Work With Us
Bring the Credibility Architecture™ methodology to your brand.
CBC works with food, health, wellness, parenting, lifestyle, and clean beauty brands that want a PR program built for the way consumers discover brands today. If that’s the conversation you’re ready to have, let’s start it.