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.

Benchmark Reports

AI Platform Analysis

Executive Insights

Latest Research

What are the current AI visibility benchmark reports available?

Comprehensive industry analysis with actionable insights for improving your AI search presence across major platforms.

SaaS / CRMApril 2026

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

We tested 1,500 queries across 5 AI engines, 18 CRM platforms, and 2 languages (EN/ES). Salesforce leads all 5 engines unanimously. Salesforce + HubSpot own 56% of all CRM mentions. Oracle + SAP combined trail Pipedrive alone.

Key Finding: 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.

E-commerce / Food & CPGApril 2026

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

We tested 1,500 queries across 5 AI engines, 18 food & CPG brands, and 2 languages (EN/ES). Kraft Heinz dominates recipe AI. The most dramatic language split of any AIVO study: Valentina +118%, Maseca +118%, Goya +61% in Spanish. Presented at POSSIBLE 2026.

Key Finding: 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%.

Media / StreamingApril 2026

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

We tested 1,500 queries across 5 AI engines, 11 streaming brands, and 2 languages (EN/ES). Netflix leads all 5 engines unanimously. Tubi lands #3 ahead of Prime Video. US-only services (Hulu -72%, Peacock -73%) collapse in Spanish. Presented at POSSIBLE 2026.

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

Travel & HospitalityApril 2026

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

We tested 1,500 queries across 5 AI engines, 18 travel & hospitality brands, and 2 languages (EN/ES). For the first time ever, all 5 engines picked a different #1 brand. Airbnb leads by total mentions (786) vs Hilton (773) — a statistical tie. Presented at POSSIBLE 2026.

Key Finding: 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.

E-commerce / BeautyApril 2026

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

We tested 1,500 queries across 5 AI engines, 18 beauty brands, and 2 languages (EN/ES). e.l.f. Beauty leads 4 of 5 engines with 1,025 total mentions. Legacy prestige brands rank well below affordable and ingredient-transparent brands. Presented at POSSIBLE 2026.

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

E-commerce / FootwearApril 2026

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

We tested 1,500 queries across 5 AI engines, 18 footwear brands, and 2 languages (EN/ES). Crocs leads all 5 engines with 1,435 mentions — 1.7× more than #2 New Balance. Nike ranks #3, Adidas #4. The only study in our history with 100% engine consensus. Presented at POSSIBLE 2026.

Key Finding: 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.

CPG / Beauty & Personal CareMarch 2026

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

We ran 1,125 AI queries across 5 platforms in English, French, and Spanish to map how AI recommends — and critiques — sustainable beauty brands. L'Oréal leads with 320 mentions. Dove is 77% negative. Weleda and Biossance have zero negative mentions.

Key Finding: 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.

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

We ran 6,780 AI queries across ChatGPT, Google AI Overview, Gemini, and Perplexity in Spanish, English, and Portuguese to map AI airline visibility across Latin America. 7 markets, 19 airlines, 3 languages.

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

CPG / Food & BeverageMarch 2026

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

12% of U.S. adults are on GLP-1 medications and turning to AI for food guidance. We ran 120 queries across ChatGPT and Gemini — with and without GLP-1 user memory context — to find which food brands AI recommends.

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

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

We ran 660 queries across 4 AI engines to find out which hotel brands show up when travelers plan spring break trips. Major chains dominate 2:1 — but lifestyle brands win on quality when they appear.

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

Sports & AI ResearchFebruary 2026

World Cup 2026 AI Prediction Bias Study

We tested 292 web-grounded prompts across 10 markets, 3 languages, and 3 AI engines asking "Who will win the 2026 World Cup?" to uncover geographic and language bias patterns.

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

Travel TechJanuary 2026

AI Travel Platform Benchmark: Mindtrip vs ChatGPT

We tested 178 travel queries across Mindtrip and ChatGPT, generating 352 responses and tracking 890 citations. Analysis reveals 58.7% disagreement rate and significant partner influence.

Key Finding: 58.7% disagreement rate reveals fundamentally different recommendation logic between platforms