Original Research

Industry AI Visibility Research

Data-driven insights on how brands appear in AI-powered search. Original benchmark reports analyzing ChatGPT, Perplexity, and Google AI visibility for executive decision-making.

The library

All AI visibility benchmark reports

16 reports

Cruise Industry AI Visibility Report 2026 — Which Cruise Lines Does AI Actually Recommend?Cruise
April 2026

Cruise Industry AI Visibility Report 2026 — Which Cruise Lines Does AI Actually Recommend?

The Florida system prompt hurts non-Florida brands more than it helps Florida ones. Princess Cruises loses -13.1% while Royal Caribbean gains only +3.7%. Geographic context acts as a filter, not a booster.

12,220
Citations tracked
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Business Conferences AI Visibility Report 2026 — Which Conferences Does AI Actually Recommend?Events
April 2026

Business Conferences AI Visibility Report 2026 — Which Conferences Does AI Actually Recommend?

Celebrity-led events (Tony Robbins, Grant Cardone) rank well below B2B trade shows. SXSW is the only event ranking in both business (#2) and marketing (#2) top 5.

10,984
Citations tracked
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Marketing Conferences AI Visibility Report 2026 — Which Conferences Does AI Actually Recommend?Marketing & Advertising
April 2026

Marketing Conferences AI Visibility Report 2026 — Which Conferences Does AI Actually Recommend?

Cannes Lions has built an editorial moat — decades of trade press coverage make it the default AI reference event. SXSW is the only event ranking in both marketing (#2) and business (#2) top 5.

52,261
Citations tracked
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Enterprise CRM: AI Visibility Report 2026 — Every AI Engine Agrees: Salesforce Owns the CRM ConversationSaaS / CRM
April 2026

Enterprise CRM: AI Visibility Report 2026 — Every AI Engine Agrees: Salesforce Owns the CRM Conversation

All 5 engines rank the exact same top 3: Salesforce, HubSpot, Zoho CRM — the most unanimous result in any AIVO study. Niche US CRMs lose 66–80% visibility in Spanish.

5,027
Citations tracked
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Recipe & CPG Brands: AI Visibility Report 2026 — Which Brand Do AI Engines Recommend When You Ask About Recipes?E-commerce / Food & CPG
April 2026

Recipe & CPG Brands: AI Visibility Report 2026 — Which Brand Do AI Engines Recommend When You Ask About Recipes?

Three different brands lead across 5 engines — the most fragmented recipe category. Hispanic food brands surge dramatically in Spanish, while American pantry staples lose 24–43%.

4,342
Citations tracked
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Streaming Wars: AI Visibility Report 2026 — Which Streaming Platform Do AI Engines Recommend?Media / Streaming
April 2026

Streaming Wars: AI Visibility Report 2026 — Which Streaming Platform Do AI Engines Recommend?

Netflix leads all 5 engines unanimously — 1.47x more mentions than Disney+. Free ad-supported Tubi ranks #3 overall, beating Prime Video and Max.

7,458
Citations tracked
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Travel & Hospitality: AI Visibility Report 2026 — Which Brand Do AI Engines Recommend When You Ask About Travel?Travel & Hospitality
April 2026

Travel & Hospitality: AI Visibility Report 2026 — Which Brand Do AI Engines Recommend When You Ask About Travel?

The most fragmented AI category ever studied — all 5 engines picked a different #1 brand. Global booking platforms (Booking.com +34%, Expedia +31%) gain in Spanish while US-centric brands lose.

4,703
Citations tracked
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Beauty Brands: AI Visibility Report 2026 — Which Brand Do AI Engines Recommend?E-commerce / Beauty
April 2026

Beauty Brands: AI Visibility Report 2026 — Which Brand Do AI Engines Recommend?

e.l.f. Beauty dominates all engines except Gemini (which picks CeraVe). Estée Lauder ranks #12 and Dior #14 despite their marketing spend.

4,578
Citations tracked
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Sneaker & Footwear: AI Visibility Report 2026 — Which Brand Do AI Engines Recommend?E-commerce / Footwear
April 2026

Sneaker & Footwear: AI Visibility Report 2026 — Which Brand Do AI Engines Recommend?

Crocs is the unanimous AI footwear champion across all 5 engines in both EN and ES. Nike and Adidas's massive marketing spend doesn't translate to AI visibility leadership.

4,195
Citations tracked
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Sustainable Beauty & AI: Which Brands Win the Recommendation — and Which Get Scrutinized?CPG / Beauty & Personal Care
March 2026

Sustainable Beauty & AI: Which Brands Win the Recommendation — and Which Get Scrutinized?

The greenwashing detection query cluster is a distinct AI risk category. L'Oréal leads it with 42 mentions at position 1.25 — a risk most CPG sustainability teams are not measuring.

7,133
Citations tracked
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Which Airlines Does AI Recommend to LATAM Travelers — and Does Language Change the Answer?Airlines
March 2026

Which Airlines Does AI Recommend to LATAM Travelers — and Does Language Change the Answer?

Spanish queries return 4.6pp higher visibility scores than English for the same routes. Volaris ranks #3 overall — above American Airlines and Copa Airlines.

12,847
Citations tracked
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GLP-1 & AI Food Visibility: Which Brands Does AI Recommend — and Does Memory Change the Answer?CPG / Food & Beverage
March 2026

GLP-1 & AI Food Visibility: Which Brands Does AI Recommend — and Does Memory Change the Answer?

Magic Spoon surges 200% when AI "remembers" a user is on Ozempic. 9 of 21 tracked brands have zero AI mentions across both conditions.

487
Citations tracked
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Spring Break 2026: Which Hotel Brands Does AI Actually Recommend?Hotels
March 2026

Spring Break 2026: Which Hotel Brands Does AI Actually Recommend?

Moxy Hotels outscores Hilton on visibility quality with 10x fewer mentions. Each AI engine has a completely different hotel personality.

3,619
Citations tracked
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World Cup 2026 AI Prediction Bias StudySports & AI Research
February 2026

World Cup 2026 AI Prediction Bias Study

ChatGPT picks France 95% of the time. Llama without web search picks Brazil 90%—web content overrides training data.

600
Citations tracked
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AI Travel Platform Benchmark: Mindtrip vs ChatGPTTravel Tech
January 2026

AI Travel Platform Benchmark: Mindtrip vs ChatGPT

58.7% disagreement rate reveals fundamentally different recommendation logic between platforms

890
Citations tracked
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Cruise Industry AI Visibility BenchmarkCruise
November 2025

Cruise Industry AI Visibility Benchmark

Virgin Voyages and Regent Seven Seas lead position scores despite lower mention frequency

2,024
Citations tracked
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