Article's Content
Article's Content
Every year, thousands of marketers descend on a new city for a major industry conference. And every year, the same questions fly around Slack channels and LinkedIn DMs:
Where should I get coffee before the keynotes?
What’s the best spot for a client dinner?
Anyone know a good brunch place that won’t take two hours?
This year, SEO Week is heading to Center415 in Midtown Manhattan (April 27–30, 2026) and the theme is Where AI search becomes a strategy.
So instead of crowdsourcing recommendations the old-fashioned way, we decided to let the experiment run itself.
We asked the most popular AI tools the same questions any attendee might Google before heading to New York. We logged every response, tracked every citation, and turned it all into The SEO Week Survival Guide: a practical, data-driven resource for anyone making the trip.
Here’s what we found.
The Coffee Leaderboard: Culture Espresso Wins by a Landslide
We started with coffee, because nothing shapes a conference day (or any day, really) quite like that first cup.
In our most collaborative SEO Week experiment, 17 team members each entered the prompt into their LLM of choice. We ended up with 27 total responses across several AI models, including ChatGPT, Claude, Gemini, AI Mode, and Perplexity.
Here’s the prompt we used: “I’m attending the SEO Week conference later this month and it’s being hosted at Center415 in Midtown Manhattan. What are the best coffee spots in the area that I should check out? Ideally close by the venue so I can pop in and out without missing the keynotes.”
Culture Espresso came out on top with 16 mentions across all AI responses. Located at 72 W 38th St (a 2-minute walk from Center415 ), ChatGPT, Claude, Gemini, and AI Mode all pointed attendees towards this long-time New York coffee shop. The majority consensus is less surprising when you realize that they’ve been building their reputation in Midtown (and online) since 2009.
Here are the rest of the coffee shops in the top five and their walking distance from Center415:
- #2 Blue Bottle Coffee (11 mentions) — 54 W 40th St, 5-min walk
- #3 La Colombe (9 mentions) — 1045 6th Ave, 4-min walk
- #4 Gregorys Coffee (9 mentions) — 58 W 44th St, 5-min walk
- #5 WatchHouse 5th Ave (8 mentions) — 660 5th Ave, 10-min walk
The full top-10 breakdown, including which AI platforms mentioned each spot, is in the SEO Week Survival Guide.
Check out our SEO Week Survival Guide to plan your caffeine strategy before April 27.
Algorithm Approved Eats: Finding the Best Restaurants in Midtown
Coffee handled. Now for the next question: where should you actually eat in Midtown Manhattan during SEO?
We ran a single prompt across five AI tools (ChatGPT, Gemini, AI Mode, Perplexity, and Claude), asking each to recommend options for the following restaurant types within walking distance of Center415:
- A fine dining experience
- A brunch spot
- A takeout option
- A quintessential New York staple
We also checked three traditional sources in parallel: a Google search for “best places to eat in midtown manhattan” (which surfaced a Google Places SERP feature), a top-ranking thread from r/FoodNYC, and a Yelp search for restaurants in Midtown East.
The goal was to see where algorithmic and human-curated search agree (and where they diverge).
Here are the consensus picks among the AI and traditional search methods:
- Brunch: Isla & Co. — Picked by Claude, Perplexity, Google, and Yelp. An Australian-inspired café on W 38th with 4.5 stars and 5,000+ reviews. When four completely different platforms agree on the same brunch spot, that’s a meal worth trying out.
- Takeout: Los Tacos No.1 — ChatGPT and AI Mode both called it for takeout and Redditors agreed (apparently, Adobada is the way to go).
- NY Staple: Keens Steakhouse — Gemini, AI Mode, and Reddit all converged on the 1885-era mutton chop institution. Some things are timeless.
Where the AI platforms diverged was fine dining:
- ChatGPT recommended The Modern at MoMA
- Gemini recommended Ai Fiori at the Langham (1-minute walk from the venue)
- Perplexity suggested L’Adresse NoMad
- Claude pointed towardLe Bernardin (Michelin-starred seafood on W 51st.)
Claude also had a few distinctive solo picks: Gulp for takeout (Taiwanese, 4.9 stars, steps from the venue) and Joe’s Pizza as its NY staple ($4/slice, open late, 25K reviews).
There are a lot of options available in NYC. You can find the full list of Algorithm Approved Eats in the SEO Week Survival Guide.
With the coffee and food out of the way, let’s get into some B2B insights. In keeping with the SEO Week theme of AI search, we decided to zero-in on the most popular AI model, ChatGPT, to see which sources shape what it says about the conference sponsors.
What ChatGPT Cites When Asked About the SEO Week Sponsors
We asked ChatGPT the same prompt for every SEO Week sponsor: “I’m going to SEO Week and want to brush up on all the sponsors. Tell me everything I need to know about [Sponsor Brand].”
Especially because chatting and networking with peers is a major part of events like SEO Week and it never hurts to have an icebreaker or talking point handy.
Then we logged every URL it cited, 220 total across 15 brands. By running the same prompt through a single model, we got a clean, apples-to-apples picture of how ChatGPT constructs its understanding of each brand.
The results show something important about how brands exist (or don’t) in the minds of AI systems when they build their answers. Citations fell into four categories:
- Brand-owned (the sponsor’s own domain): 93 citations, 34%
- Third-party (editorial, guides, directories, competitors): 48 citations, 22%
- Review sites (Capterra, G2, TechRadar): 45 citations, 20%
- UGC/Social (Reddit, YouTube, LinkedIn): 34 citations, 15%
The most cited sponsors overall were Siteimprove and Similarweb (24 citations each), followed by Semrush and Ahrefs (23 each). But the mix of citations told different stories:
- Siteimprove led brand-owned citations with 16 — including .edu and .gov domains, which signals strong institutional credibility signals
- Similarweb earned the most community citations (5), driven by Reddit threads and YouTube tutorials
- Scrunch had the highest concentration of review-site citations — 6 of 10 came from aggregators
- Semrush and Ahrefs had the deepest third-party coverage, with 12 and 10 citations respectively from editorial sources
The takeaway? How an AI describes your brand to a potential customer is shaped by the entire web of content around you — not just what you publish on your own site. Some brands own their narrative. Others are being defined by third parties, reviewers, or the community. Understanding which bucket you’re in is increasingly table stakes for modern visibility strategy.
AI Shapes Modern Decision-Making, Learn How to Get Your Brand Mentioned at SEO Week
The survival guide was fun to build. But it’s also a live demonstration of something deeper — something that Ross Simmonds will explore during SEO Week.
On Wednesday, April 29 at 9:00 AM, Ross kicks off Day 3 (The Ecosystem) with a session titled: Inception: How to Plant Your Brand into the Memory Layer of Every LLM
The premise is this: every conversation your customer has with ChatGPT, Claude, or Gemini is actively shaping what that AI believes, recommends, and remembers about your brand. The coffee leaderboard above is a small-scale proof of concept. Culture Espresso didn’t get 16 AI citations by accident — it got there because of the signals that exist around it across the web.
Ross’s session will go much deeper. Attendees will leave with:
- A framework for auditing what LLMs currently know about your brand and identifying the gaps and misrepresentations
- A playbook for creating shareable frameworks, tools, and language that get embedded in how your audience talks about you and, by extension, how AI talks about you
- Low-lift experiments you can run this week to test what’s working and measure it
The brands that win in the AI search era won’t just be the ones who optimized for the algorithm. They’ll be the ones who executed strategies to install ideas into the memory layer of every AI their customers use. That’s a different kind of marketing, and it’s already happening.
Heading to SEO Week 2026? Check Out Our Free Survival Guide
Everything above — the coffee rankings, the restaurant recommendations, the sponsor breakdown, and a few more surprises we haven’t mentioned — is compiled in our free SEO Week Survival Guide.
We built it because the theme of SEO Week this year isn’t abstract: AI search is strategy. The guide is designed to make that tangible before you even step into Center415. Use it to plan your trip, spark a conversation, and walk into April 27 with a clear sense of what the AI landscape already knows — and what it doesn’t.
See you in New York.
