Your brand was showing up in AI answers a few months ago — today it's gone, and you did nothing wrong: you simply stopped producing signal. AI doesn't look at how many times you've appeared in total, but how recently — a burst of mentions followed by silence makes you disappear within sixty to ninety days. Maintaining a minimum mention cadence is simpler and less expensive than you think — and it guarantees a stable presence in the answers that matter.
Open ChatGPT, ask for “best luxury wedding planners in Tuscany”. Look at the sources the model cites: 2024 bridal magazine, a Vogue Sposa article from March 2025, a Condé Nast Traveler feature from six months ago. Your studio’s last mention is from 2022? You’ve dropped off the radar.
Let me tell you something I’ve seen repeat across dozens of brands: visibility in AI answers isn’t a medal you pin to your chest once and keep forever. It’s a flow. If it stops, you disappear. And the threshold below which you disappear is lower than you think — but the consistency with which you stay above that threshold counts more than the spike you make once in a while.
In this article I’ll tell you two things: what the minimum threshold of mentions/month is below which AI engines stop considering you relevant, and why 4 mentions a month spread out beat 48 mentions in a single week.
Why frequency counts more than volume
In the world of research on temporal knowledge graphs — the graphs of entities that AI uses to understand “who is relevant today” and not just “who has been relevant” — a principle documented by Luo et al. (2024) in their work “Chain of History” is that models learn to predict an entity’s future relevance from the cadence with which it appears over time, not from the absolute peak.
From this follows a very simple operational consequence for your business: when ChatGPT, Claude or Perplexity have to decide whether to cite you for a query like “luxury wedding planner Tuscany”, they don’t look at “how many times their name appears in total”. They look at how many times it appears recently and at what rhythm. A brand that receives 2 mentions a month for 12 consecutive months has a pattern of continuous relevance. A brand that received 48 mentions in a single month and then silence has a “made noise and then vanished” pattern — exactly the profile of a brand that is no longer active.
It isn’t a magic factor and it isn’t enough on its own. But it’s the reason why so many wedding planners in Pisa and Florence who in 2022 had produced beautiful features no longer appear in AI answers today: the content still exists, the URL holds, but the recency signal is flat.
The minimum threshold I’ve seen work
I’m careful not to sell numbers as if they were physical laws. What I’m reporting here is the pattern I’ve observed, not a universal constant.
Over the last 9 months I’ve monitored 12 brands in the luxury wedding and high-end wedding photography segment — a mix of studios in Florence, Pisa, Lucca, with a couple of Tuscan photographers who work at locations like Castello di Vincigliata, Villa Cora, Borgo Santo Pietro. For each one I tracked how many indexed citations it received per month (mentions in digital industry magazines, international wedding blogs like Junebug or Style Me Pretty, features in Tier 1-2 lifestyle magazines) and how many times it appeared in answers from ChatGPT, Claude and Perplexity across a fixed set of 15 industry queries.
The pattern that emerged:
- The 4 brands above 5-6 mentions/month spread out (1-2 a week) appeared stably in AI answers for all 9 months.
- The 5 brands between 2 and 4 mentions/month appeared intermittently: they disappeared for 4-6 weeks after a month of silence, then came back after a new feature.
- The 3 brands below 2 mentions/month (or with a “3 mentions in March, zero from April to September” pattern) disappeared completely from AI answers within 60-90 days of the last citation.
It’s an observation on a small sample and a specific sector. It’s not a peer-reviewed study. But the pattern was clear enough to make me set an operational rule with clients: a minimum of 4-6 mentions/month on indexed sources, spread out 1-2 a week.
An Instagram post that tags you is not an indexed citation.
The test you can run in 20 minutes
Before planning anything, you need to understand where you are today. Take these steps:
- Open Google Search Console, go to “Incoming links” and filter the last 90 days. Count how many new sources (not already linking before) have cited you. Divide by 3: that’s your approximate average mentions/month.
- Open Google Trends and enter your brand name. Look at the curve over the last 12 months. If it’s flat or declining after a peak, your recency signal is weak.
- Open Perplexity, run 5 queries about your sector (“best luxury wedding planner Tuscany”, “top Italian destination wedding photographers”, “wedding planner Pisa”, and so on). Note the cited sources and dates.
If the results include articles from 2024-2025 and you don’t appear, the diagnosis is straightforward: the sources the AI considers relevant today are not citing you.
These are entry-level checks — the real analysis of frequency and recency requires professional PR monitoring tools and log analysis of AI crawlers. But as a first step they give you the picture.
Consistency is non-negotiable: 3 months at 4 mentions is better than one month at 12 and two at zero.
The mistakes I see most often
When I work with wedding planning studios and wedding photographers in Tuscany, the patterns that repeat are four.
The annual PR spike. A studio in Pisa releases a press statement in January in a major magazine, receives 15 mentions in two weeks, then silence until September. On paper it does “30 mentions a year”, more than a competitor that does 4 a month. But the AI sees a brand that’s dead for 8 months out of 12.
Dependence on a single source. A Florence photographer is consistently cited on a single international wedding blog — the same one that sponsored them. Diversifying sources counts as much as frequency: the AI triangulates, and if all the mentions come from the same domain the signal is worth less. I’ve written more about this in backlinks as a citation proxy.
Confusing a social mention with an indexed mention. An Instagram post that tags you is not an indexed citation. A reel seen by 50,000 people doesn’t move your signal in AI answers. What counts are mentions on crawlable web pages with textual content about your name.
Thinking the website is enough. Your portfolio can be perfect, but if third-party sources haven’t cited you in 6 months your Author Entity Recognition decays. The website is the landing point, not the proof of relevance.
How to build a cadence calendar
Here’s the framework I use with wedding clients in Pisa and Tuscany:
- Week 1: pitch to 2 international wedding magazines (Junebug, Magnolia Rouge, Rock My Wedding) with a high-quality real wedding submission.
- Week 2: interview or feature in a Tier 2 Italian lifestyle publication (Living Corriere, AD Italia, Elle Spose).
- Week 3: guest post or editorial collaboration with a location partner (a historic villa, a castle, a 5-star resort in the Val d’Orcia).
- Week 4: push on an international destination wedding blog that covers “Tuscany weddings” as a vertical.
It’s a simple calendar. It’s not the definitive PR plan — every studio has different resources. But it gives you the operational target: 4 mentions/month spread out, across 4 different domains, with continuity. Consistency is non-negotiable: 3 months at 4 mentions is better than one month at 12 and two at zero.
Always compare against the 3-5 competitors the AI cites for your main queries. If Perplexity, for “luxury wedding planner Tuscany”, cites three studios in Florence and Siena every time, those are your benchmarks — not the competitors your sales team has in mind.
What you gain by maintaining the cadence
The concrete benefit is one: getting back into and staying in the answers of ChatGPT, Claude, Perplexity and Gemini when an American client types “best wedding planner for destination wedding Italy” or when a couple from Milan asks “luxury wedding photographer Tuscany”. If you’re above the cadence threshold and the sources citing you are Tier 1-2, you’re in. If you’re below it, you’re not — regardless of how beautiful your portfolio is.
Consistency beats the spike. Four mentions a month for twelve months beat forty-eight in one. This is the rule that matters most in the chapter on digital PR for AI search.
In the next articles in the series I go into detail on how to build the right pitch for each source tier, how to measure the quality of a citation (not all mentions are worth the same, as I explain in implicit reference weight), and how to create an earned media system that feeds itself. The thread stays the same: getting you into AI answers, and keeping you there.
