Research on which brands AI recommends.

Does AI Recommend Your Business? Looking Beyond a Single Answer

Notes from my AI Show & Tell talk at AI-Powered Women DC: one real business, four AI assistants, 60 days of the same questions.

The Websites Behind AI Software Recommendations Aren't the Ones Most Marketers Expect

Twelve weeks of tracking the sources behind AI answers show five independent specialist publications were cited far more often than G2, Capterra and Gartner combined.

Understanding AI Behavior Is Becoming Part of Brand Strategy

What people and AI answers can teach us about how a brand's story gets understood, retold and recommended.

AI Knew This Ingredient Supplier by Name. It Rarely Recommended It.

Five weeks of monitoring AI answers for an established, mid-market B2B food-ingredient supplier: recognized when named, and almost never named in the general questions its buyers ask.

The Four Shelves

There is no such thing as "the AI shelf." Four AI assistants stock four different shelves. The same brand can be in every answer on one and missing from many on another, in the same week.

Recognized, Not Recommended

AI assistants answer two very different questions about every brand: do I know you, and would I recommend you? Most teams measure the first and report it as the second. Four weeks of our tracking data show how far apart the two are.

SMB CRM AI Visibility Benchmark: H1 2026

We measured how often AI assistants name the most-mentioned small-business CRM platforms when buyers ask buying questions. HubSpot leads. The middle is crowded. The bottom is quiet.

The New Scarcity Is Recommendation

AI made content cheap to produce. It did not make room for more brands in the answer. A buyer sees only a few names in an AI answer, a far smaller shelf than search results, catalogs or content libraries ever were.

NYC AI Visibility Benchmark: May 2026

Perplexity never named Peloton on our fitness buyer questions. We scanned New York brands in B2B SaaS, legal services and fitness, and found that category lined up with who AI recommended more closely than brand size did.

The New AI Discovery Stack: Organic Recommendations vs. Sponsored Placement

In May 2026, OpenAI started showing labeled ads beside ChatGPT's answers, kept apart from what it recommends. Most companies don't know where they stand in either.

Multi-Turn AI Conversations: What's Real, What's Made Up, and What You Can Measure

Marketers are right that buying decisions happen over several back-and-forth turns with AI. They are wrong to quote conversion statistics for what no one can yet measure. Here is the line between the two.

DC-Area Brand AI Visibility Benchmark: April 2026

We asked four AI assistants the questions buyers ask about DC-area brands. Most of the brands only showed up when buyers already knew their name.

How AI Recommendation Monitoring Works

AI recommendation monitoring isn't rebranded SEO. It measures something different: whether AI names you when a buyer asks what to buy. Here's how it works.

AI recommendations shifted in six days, without brands changing anything

What the sources behind Perplexity's answers show, and what it means for your brand A brand can vanish from AI recommendations for a week and come back the nex…

Q1 2026 AI Visibility Snapshot: Hiking Boots

Three weeks of hiking boot buyer questions on Perplexity. A typical brand was rarely named. Two brands were named again and again. Arc'teryx was never named.

Merrell Leads AI Hiking Boot Recommendations: What the Data Shows

In our Perplexity scans of hiking boot buyer questions, Merrell and Salomon were named far more often than the next brand. A gap that wide is worth a closer look.

AI Visibility Monitoring for SaaS Brands: What B2B Companies Need to Know in 2026

In our NYC scan, some B2B SaaS brands were named on most buyer questions and others on few. Datadog led. Conductor trailed. Company size and marketing spend did not explain the gap.

What Does AI Visibility Monitoring Cost in 2026?

Prices run from $10 to $5,000 a month. The real difference isn't the feature list. It's what each tier measures, and whether it measures the way buyers actually use AI.

Envoyra vs Otterly: Why Claude Coverage and Answer Variation Matter

Otterly tracks ChatGPT and Perplexity. Envoyra adds Claude, and Gemini on Monitor, and accounts for how much single ChatGPT snapshots swing from run to run.

Envoyra vs Profound: Self-Serve AI Visibility vs Demo-Required Platforms

Profound requires a demo before you see anything. With Envoyra, you can start a scan yourself, with no sales call.

Envoyra vs Evertune: Which AI Visibility Tool Is Right for Your Business?

Evertune raised $12M and targets enterprise. Envoyra starts at $49.99 with no sales call. Here is what the difference means for a growing brand.

Three Types of AI Invisibility, and Why Each Needs a Different Response

Many brands barely show up in AI answers on their first Envoyra scan. But invisibility is not one problem. It's three, each with its own signs and its own way out.

The Stakes: Forecasts Put $750 Billion in Revenue Through AI-Powered Search by 2028

A CMO with twenty years of brand equity and top-five Google rankings saw how often AI left her brand off its shortlists. She didn't say anything for thirty seconds.