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Vibe Lens

See your brand the way AI sees it.

Vibe Lens is v1be's AI brand analysis. It reads how ChatGPT, Gemini and Perplexity describe you, maps your competitors and your voice, and turns the gaps into a roadmap you can act on this quarter.

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Your brand already has a reputation inside the machines. We show you what it is.

ChatGPTGeminiPerplexityVoiceCompetitors

The AI-age audit

Your brand has a reputation inside the machines.

AI engines now answer the questions your customers used to type into Google. Vibe Lens measures how those engines see your brand across six dimensions, so you know what to fix before a competitor does.

Your brand has a reputation inside the machines.123456

  1. AI Visibility

    How often AI answers name your brand, and in what light.

  2. Share of Answer

    Whether you own or share the response when buyers ask.

  3. Voice Consistency

    How recognizable your tone stays across every channel.

  4. Competitor Gap

    Where rivals out-rank you in both search and AI answers.

  5. Content Coverage

    Which questions your audience asks that you never answer.

  6. Sentiment

    The mood attached to your brand when a machine describes it.

Every dimension gets a score and the evidence behind it, no black box.

“For twenty years, brands optimized for what people typed. Now the first answer a customer hears is written by a machine, and most brands have no idea what it says about them. Vibe Lens is the mirror.”

Why we built Vibe Lens

Sample findings

A few snapshots from a Vibe Lens audit.

These are representative examples, not a real client. Open one to see how a single finding turns into a decision.

  • AI Visibility

    How AI answers describe you

    38

    AI visibility score

    When buyers ask an AI engine for options in your category, your brand shows up in roughly one answer out of three, and rarely first.

    Mention rate
    34%
    Named first
    9%
    Neutral or better tone
    71%

    Key findings

    • ChatGPT lists you among 'other options' rather than a top pick.
    • Perplexity cites a competitor's blog for a claim that is actually true about you.
    • Gemini describes your category correctly but leaves out your differentiator.

    The move

    Publish two authoritative pages on your differentiator; AI engines cite what is easy to quote.

  • Competitor Gap

    Where rivals out-rank you

    52

    Competitive position

    Three competitors own the comparison queries in your category. You are absent from nearly every 'best X for Y' answer buyers rely on.

    Comparison queries won
    1 / 12
    Rival share of answer
    64%
    Backlink gap
    -180

    Key findings

    • Two rivals ship a fresh comparison page every quarter; yours was last updated in 2023.
    • Your strongest use case has no dedicated page for AI to cite.
    • A smaller competitor wins a query on schema markup alone.

    The move

    Win three comparison queries you can realistically take now, instead of fighting for the crowded head term.

  • Voice Consistency

    Does every channel sound like you?

    61

    Voice consistency

    Your website sounds confident and plain-spoken. Your social captions sound like a different company. AI trained on both learns a blurry voice.

    Tone match
    61%
    Filler-phrase hits
    14
    Channels aligned
    2 / 5

    Key findings

    • Email leans formal, Instagram leans slangy, the gap confuses new customers.
    • Fourteen filler phrases we flag as off-brand appear across live pages.
    • Your best-performing post matches your true voice almost exactly.

    The move

    Codify one voice guide from your best-performing content, then hold every channel to it.

  • Content Coverage

    The questions you never answer

    44

    Coverage score

    Buyers ask twelve high-intent questions in your category. You answer four of them well, three poorly, and five not at all.

    High-intent topics
    12
    Answered well
    4
    Missing entirely
    5

    Key findings

    • The five missing topics are exactly where AI engines send buyers to your competitors.
    • Two existing pages target the same keyword and split their own ranking.
    • A single answer-first FAQ page could capture four of the gaps at once.

    The move

    Ship five answer-first pages mapped to the missing questions, in priority order.

How it works

How a Vibe Lens audit gets made.

  1. We define your real category

    Before measuring anything, we agree on the questions your buyers actually ask and the rivals they actually compare you to.

  2. We ask the machines about you

    We query the major AI engines the way a customer would, and record how each one names, ranks and describes your brand.

  3. We score six dimensions

    Visibility, share of answer, voice, competitor gap, coverage and sentiment each get a score with the evidence attached.

  4. We trace the gaps that cost you

    Every weak score is tied to a cause, a missing page, an off-brand channel, a competitor's fresher content.

  5. You get a prioritized roadmap

    The audit ends with a short list of moves ranked by impact, so the first thing you fix is the thing that matters most.

Why it's different

A slide deck vs. a working audit.

A generic brand report

  • A deck full of adjectives, light on evidence
  • Ignores how AI engines describe you
  • Benchmarks you against brands you never compete with
  • Ends with 'raise awareness' and no next step
  • Out of date the week it lands

Vibe Lens

  • Every score backed by the evidence behind it
  • Measures your reputation inside AI answers
  • Compares you to the rivals buyers actually weigh
  • Ends with a roadmap ranked by impact
  • Refreshed as the AI answers change

F.A.Q.

Vibe Lens, answered.

What is Vibe Lens?

Vibe Lens is v1be's AI brand analysis. It measures how AI engines like ChatGPT, Gemini and Perplexity describe your brand, maps your competitors and voice, and turns the findings into a prioritized roadmap. v1be is an AI-native marketing platform, and Vibe Lens is where most brands start.

How do you analyze how AI sees my brand?

We query the major AI engines with the same questions your customers ask, then record how each engine names, ranks and describes you. Every finding is tied to a real answer we can show you, not a guess.

Is this just an SEO audit with a new name?

No. A classic SEO audit looks at search rankings. Vibe Lens adds the layer that now sits in front of search: how generative engines answer for your category, whether they cite you, and what they say about you. You get both the search picture and the AI picture.

What do I actually receive?

A scored audit across six dimensions, visibility, share of answer, voice, competitor gap, coverage and sentiment, each with the evidence behind it, plus a roadmap of moves ranked by impact. No filler, no vague 'raise awareness'.

How often should a brand run it?

AI answers change as models update and competitors publish, so most brands refresh their Vibe Lens quarterly. On the Vibe plan, brand analysis is part of your monthly rhythm.

Ready to become the answer?

Every week you wait, the machines learn someone else's name. Tell us about your brand, and let's make sure the answer is you.

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