The Exact Words AI Uses to Describe Your Brand — Verbatim Quotes from 18,000 Responses

Let's start with the brands that AI goes out of its way to endorse. These aren't just mentioned — they're recommended. The language AI uses is strikingly specific.

Lululemon — AI Writes Poetry

No brand in our dataset receives more eloquent descriptions than Lululemon. AI engines don't just list features — they write sensory-rich descriptions that read like luxury copywriting.

LARQ — The Power of "Pioneered"

LARQ achieves something remarkable: 100% visibility across all four engines, and AI consistently uses the word "pioneered" — the highest form of AI endorsement we've found.

Notice the language: "pioneered," "most frequently recommended," "praised for." These aren't neutral descriptions — they're endorsements. LARQ owns the "self-cleaning bottle" category so completely that AI treats it as the definitive answer, not an alternative.

Zoom — The Consensus Pick

With 24 quotes across all four engines and an average sentiment of 0.85, Zoom is perhaps the most consistently praised brand in our dataset.

Zoom's consistency is its superpower. Unlike Slack (which we'll see gets wildly different treatment), every engine uses nearly identical language for Zoom: "ease of use," "reliable," "user-friendly." When AI can describe your brand in one confident sentence, you've won.

Not every brand gets the poetry treatment. Some brands are visible — AI mentions them — but the language carries unmistakable caution. A negative AI sentiment score doesn't mean AI ignores you. It means AI warns people about you.

Deutsche Bank — Visible But Cautious (Sentiment: -0.17)

Deutsche Bank appears in 33% of relevant queries. But unlike Zoom's enthusiastic endorsement, AI describes Deutsche Bank with hedged, cautious language. The sentiment score of -0.17 means AI is, on average, slightly negative — mentioning the brand while subtly steering users elsewhere.

This is arguably worse than being invisible. When AI mentions your brand with qualifiers and warnings, it actively damages perception. Users don't just skip you — they leave with a negative impression.

Weebly — Positioned as Outdated (Sentiment: -0.25)

Weebly has the lowest sentiment score in our featured brands. AI consistently positions it as a legacy option — something that existed rather than something to choose. When users ask about website builders, AI mentions Shopify and Wix as primary recommendations and frames Weebly as an afterthought with phrases like "also available" and "less feature-rich."

This is the finding that surprised us most. The same brand, described by the same engine, can receive wildly different framing depending on the query context.

Slack: Loved AND Ignored by ChatGPT

Slack has a sentiment gap of 1.0 — the maximum possible range. In one response, ChatGPT is enthusiastic. In another, it's a dry spec sheet.

Same engine. Same brand. Completely different treatment. In the first response, ChatGPT positions Slack as the best choice. In the second, it's just listing facts like a Wikipedia entry.

Why? Context matters. When users ask "what's the best team communication tool?" Slack gets enthusiastic endorsement. When they ask "compare popular business tools," Slack gets a dry factual listing. The prompt determines the framing.

Zapier: Perplexity's Favorite, Claude's Afterthought

Zapier shows how each engine has its own "personality." Perplexity loves it — consistently high praise. Claude is more measured, listing it without the enthusiasm. Your brand doesn't have one AI reputation. It has four.

When AI recommends a brand as the primary choice versus listing it as an alternative, the language is noticeably different. We counted every instance of key phrases across all 18,000 responses. The patterns are unmistakable.

The word "best for" appears 1,847 times — almost exclusively in primary recommendations. When AI says "best for," it's positioning a brand as the definitive answer. Compare that to "consider alternatives" (623 times), which signals AI is hedging.

The most powerful single word? "Pioneered." It appears 412 times and is almost always associated with brands that score above 0.8 in sentiment. When AI says a brand "pioneered" something, it's granting historical authority — the highest form of endorsement we've found. LARQ gets this word. So does Shopify for e-commerce.

We created a "Poetry Index" by multiplying average description length by sentiment score. The result measures not just whether AI mentions a brand, but how eloquently it describes it. The higher the score, the more AI is effectively doing your marketing for you.

Lululemon tops the index at 192. AI doesn't just mention Lululemon — it writes multi-sentence, sensory-rich descriptions that could pass as professional copywriting. Every mention is essentially free advertising.

At the bottom, Deutsche Bank (-24) and Weebly (-33) have negative Poetry Index scores — meaning their descriptions are both unflattering and substantial. AI doesn't dismiss them briefly; it takes the time to explain why users should be cautious. Negative Poetry Index is the worst possible outcome: detailed negative coverage.

AI doesn't just describe brands in English. It forms opinions in every language. And sometimes, the translation reveals subtle differences in positioning.

Take OKX, a major cryptocurrency exchange. Here's how AI describes it across languages:

Notice the subtle difference: in French, Perplexity positions OKX as "ideal for derivatives and copy trading" — a specific use-case endorsement. In English, Claude lists OKX as one of the "3 largest" — a factual, neutral framing. Same brand, same accuracy, different perception.

For global brands, this means your AI reputation varies not just by engine, but by language. A brand that's enthusiastically recommended in French might be dryly listed in English. Monitoring AI perception across languages is the next frontier of brand visibility management.

Some brands achieve something rare: positive coverage across all engines. G2 and Zapier are the standout examples.

G2's secret: it's both a source and a subject for AI. AI engines cite G2 reviews when discussing other brands, which means G2 itself appears in AI's training data thousands of times. When you're the source AI trusts, AI trusts you. Brands looking to improve their AI visibility can start by building strong profiles on G2, Capterra, and Trustpilot.