Category Reports
Premium F&B Brands / CPG
Original data on how AI systems currently classify premium F&B brands — by category, platform, and intent cluster.
June 2026
AI Visibility Audit: Performance Beverage
Recess and Kin hold default positions across 58 data points. The Energy/Focus cluster is the most fragmented and the largest open opportunity in the category. ChatGPT and Gemini are returning significantly different brand sets for the same prompts.
Read the report →March 2026
AI Visibility Audit: Olive Oil
California Olive Ranch and Graza hold default positions. The two most-recommended brands in the dataset are now owned by the same company. No brand has achieved balanced visibility across both ChatGPT and Gemini.
Read the report →June 2026
AI Visibility Audit: Mindful Drinking
Lyre's, Seedlip, Ritual Zero Proof, and Monday appear in the top five of all five clusters. The #4 brand outpaced #5 by nearly 350 mentions. Claude is a systematic blind spot for emerging craft brands. Perplexity is functioning as a leading indicator for brands whose content is too recent for training-data models.
Read the report →June 2026 · Brand Case Study
Brand Case Study: Ghia
How Ghia built dominant AI recommendation visibility across both Performance Beverage and Mindful Drinking categories through occasion-based positioning — without a single functional benefit claim.
Read the report →May 2026
AI Visibility Audit: Better-For-You & Grain-Free Cereal
Kashi leads three of five clusters. Nature's Path has 645 total mentions and only 1 Perplexity mention — the most structurally anomalous finding in this dataset. One Degree leads the Clean Ingredient cluster despite minimal mainstream recognition, built on named farmer sourcing AI systems can find and cite.
Read the report →May 2026
AI Visibility Audit: Functional & Premium Protein Bars
ALOHA is the only brand with dual-cluster leadership — first in both Health and Clean Ingredient. Claude ranks last by platform volume for the first time in this research series. David Bar launched in 2024 and has zero mentions on Claude, ChatGPT, or Gemini — visible only through Perplexity's live retrieval.
Read the report →April 2026
AI Visibility Audit: Third Wave Coffee Roasters
Onyx Coffee Lab leads at 2,051 total mentions — the only roaster with balanced, high-volume presence across all four platforms. Perplexity is the dominant gap platform across the entire category. The DTC cluster operates on entirely separate content logic from the other four.
Read the report →April 2026
AI Visibility Audit: Specialty Bakery
Milk Bar leads three of five clusters but ranks 5th in Retail & In-Store despite locations in five major cities. Levain Bakery owns the delivery conversation. Perplexity underperformance is the category's most consistent and addressable platform risk.
Read the report →Category Reports
Hospitality + Fine Dining
Original audit data on how AI platforms surface restaurants and hospitality experiences — by cluster, by platform, by intent type.
April 2026
AI Visibility Audit: Chicago Fine Dining
Alinea dominates with 990 total mentions across four platforms. Kasama generates 105 of its 169 mentions from Gemini alone. Neighborhood queries outside West Loop and River North are effectively unclaimed.
Read the report →June 2026
AI Visibility Audit: San Francisco Fine Dining
Gary Danko ranks 2nd overall but leads three clusters — Special Occasion, Private Dining, and Bay Area Ingredient Culture. Claude is the dominant gap platform: Seven Adams (185 total, Claude=0), Kiln, Boulevard, and Ernest are all active, critically recognized restaurants invisible on Claude.
Read the report →May 2026
AI Visibility Audit: NYC Fine Dining
The Modern leads at 1,361 total mentions — but 55% come from Gemini alone. Jean-Georges ranks 9th overall with 303 mentions and surfaces only 6 times on Perplexity. New York is the most AI-contested fine dining market in the country.
Read the report →May 2026
AI Visibility Audit: Los Angeles Fine Dining
Providence leads at 711 mentions — the only restaurant in the top ten with genuine cross-platform balance. Hayato holds a Michelin two-star and receives 7 ChatGPT mentions against 193 on Gemini. The most geographically diffuse fine dining market audited, with 500+ distinct establishments surfaced.
Read the report →June 2026
AI Visibility Audit: National Italian Fine Dining
Vetri leads from Philadelphia at 327 total mentions — outranking every New York and Los Angeles institution on content depth alone. ChatGPT is the gap platform, the only fine dining audit where that's true. Rezdôra, Don Angie, and Felix each have zero ChatGPT mentions despite strong presence on Claude, Gemini, and Perplexity.
Read the report →Category Reports
Wine Country Destinations
Original audit data on how AI platforms surface wineries, tasting rooms, and hospitality experiences — by cluster, by platform, by intent type.
April 2026
AI Visibility Audit: Napa Valley Wineries
Long Meadow Ranch & Farmstead leads at 440 total mentions — its culinary cluster result of 304 is nearly three times the next property. Silver Oak holds 111 Perplexity mentions and only 2 Claude — the starkest platform concentration example in the wine country dataset.
Read the report →June 2026
AI Visibility Audit: Sonoma County Wineries
St. Francis and Jordan are effectively tied at 501 and 495 — the most competitive #1 vs. #2 in any wine country audit. J Vineyards leads two clusters and has zero Claude mentions. The Boutique cluster leader (Littorai) holds just 77 mentions — winemaker identity and terroir storytelling, not marketing spend, determine who surfaces here.
Read the report →April 2026
AI Visibility Audit: Willamette Valley Wineries
Domaine Serene, Soter, and Stoller lead overall visibility, but ChatGPT and Gemini surface meaningfully different brand sets across the same queries. No single winery dominates cross-platform — making Willamette Valley the most competitively open wine country dataset in the series.
Read the report →May 2026
AI Visibility Audit: Identity-Forward California Wine
Ridge leads with presence across all five clusters — the only brand with true cross-cluster authority. No identity-forward Black-owned California wine brand currently operates with multi-cluster AI visibility. Every platform concentration gap in this audit points to Perplexity.
Read the report →April 2026 · Brand Case Study
Brand Case Study: Long Meadow Ranch
440 total mentions across four platforms, with the strongest cross-cluster distribution in the Napa dataset. The case for documentation-driven visibility: LMR's AI recommendation share is built on named dishes, named sourcing relationships, and culinary programming depth.
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