AI Search is shaping your reputation.
Do you know what it's saying?

AI Search is shaping your reputation.

Do you know what it's saying?

AI Search is shaping your reputation.
Do you know what it's saying?

AI Search isn't waiting. It's already rewriting how the world sees your brand.
You can shape the story or risk being written out.

AI Search isn't waiting. It's already rewriting how the world sees your brand.
You can shape the story or risk being written out.

While others chase SEO rankings,

AI is writing a new front page.

Most brands aren't even looking.

We analyze how ChatGPT and

other models

describe your company, where

you're being outshined,

and how to change the conversation

before you're written out.

While others chase SEO rankings,

AI is writing a new front page.

Most brands aren't even looking.

We analyze how ChatGPT and

other models

describe your company, where

you're being outshined,

and how to change the conversation

before you're written out.

While others chase SEO rankings,

AI is writing a new front page.

Most brands aren't even looking.

We analyze how ChatGPT and

other models

describe your company, where

you're being outshined,

and how to change the conversation

before you're written out.

AI is already telling a story about your brand.
Marigold helps you make it the right one.

AI Search doesn't just respond. It narrates.
And everyday it's choosing your story, without you.

AI Search doesn't just respond.
It narrates.

And everyday it's choosing your story, without you.

AI Search doesn't just respond. It narrates.
And everyday it's choosing your story, without you.

AI doesn't prioritize truth. It prioritizes pattern.

AI doesn't prioritize truth. It prioritizes pattern.

AI doesn't prioritize truth. It prioritizes pattern.

That's why louder competitors win and trusted brands get misrepresneted.
Its not malicious. It's math.

You lose control of your story. And most brands don't even realize it's already happening.

Marigold exists to fix that.
Not by gaming the system, by helping brands
own their story where AI is already shaping it.

We give you the tools to be:
Seen. Framed. Understood.
On your terms, not AI's.

Marigold exists to fix that.


Not by gaming the system, by helping brands
own their story where AI is already shaping it.

We give you the tools to be:
Seen. Framed. Understood.
On your terms, not AI's.

Marigold exists to fix that.
Not by gaming the system, by helping brands
own their story where AI is already shaping it.

We give you the tools to be:
Seen. Framed. Understood.
On your terms, not AI's.

Narrative Glitches

Narrative Glitches

Narrative Glitches

These aren't hypotheticals, they're AI search results.
And someone's comms team paid for it.

These aren't hypotheticals, they're AI search results.
And someone's comms team paid for it.

The Case of the
Missing Parade

Popular AI-generated site, ***********.com, created a Halloween parade out of thin air.


Thousands showed up. No floats.


It would have been a great event if it weren't for that meddling AI.


Sorry, eh?

A certain maple-loving nation's airline chatbot gave the wrong policy on bereavement fares.


They tried to deny refunding passengers,


The court told them they had to pay up.

A certain maple-loving nation's airline chatbot gave the wrong policy on bereavement fares.


They tried to deny refunding passengers,


The court told them they had to pay up.

Oops, AI Did It Again

A major tech company's chatbot G***** ** mistakenly claimed that 50-60% of the cheese eaten in the world is Gouda.


Harmless mistake, right?


Well that "fact" was used in a Super bowl ad and created a whole lot of embarrassment (and lost $$$) for everyone involved.

A major tech company's chatbot G***** ** mistakenly claimed that 50-60% of the cheese eaten in the world is Gouda.


Harmless mistake, right?


Well that "fact" was used in a Super bowl ad and created a whole lot of embarrassment (and lost $$$) for everyone involved.

AI is evolving fast. You should too.

AI is evolving fast. You should too.

AI is evolving fast. You should too.

We're not waiting for perfect.
Ai isn't.
That's why we're shipping value NOW and opening early access to brands who want to shape what comes next.

(its free - for now. While we're building, you benefit)





We're not waiting for perfect.
Ai isn't.
That's why we're shipping value NOW and opening early access to brands who want to shape what comes next.

(its free - for now. While we're building, you benefit)





We're not waiting for perfect.
Ai isn't.
That's why we're shipping value NOW and opening early access to brands who want to shape what comes next.

(its free - for now. While we're building, you benefit)





Run Your AI Visibility Pulse Check—free (for now) while we keep building.

Run Your AI Visibility Pulse Check—free (for now) while we keep building.

What does AI think your brand stands for? You may be surprised—and outflanked.


Perfect for: Founders, Comms Leads, Marketers

Pulse Check

1-page Summary of Your Brand

Top 3 Competitor Visibility Rankings

Immediate Risk Flags

(positioning, differentiation, gaps)

Start here. It's free, fast, and tells you what AI really thinks - before your next investor, journalist, or partner asks.

Full Audit


Everything in the Pulse Check, plus:

Complete AI Narrative Analysis

(5-10 pages)

Traditional vs AI Search

Gap Analysis

Actionable Roadmap with

Quick Wins and Long-Term Fixes

AI Ethics & Vulnerability Framing

(Bias, Gaps, Brand Risks)

Customizable Competitor

Benchmarking (Up to 5 brands)

Where most companies land. Perfect for launches, repositioning, PR resets —or spotting problems before they surface.

For: Growth-stage brands ready to understand and shape their AI narrative before someone else does

Red Team Audit and

Action Plan

Everything in the Full Audit +

Multi-LLM Framing Audit

(ChatGPT, Claude, Perplexity, etc)

Meta-Narrative Analysis Across

Models and Markets

Executive-Ready Strategy

and Roadmap

AI perception Risk Modeling for

IPO, M&A, or IR Contexts

Fully Custom Engagements

(Industry-Specific,

Region-Specific, etc)

For brands that can't afford narrative risk.

Used by founders, comms leads, and IR teams preparing for IPSs, M&A, or market-critical exposure.


Full narrative visibility. Multi-model analysis. Leadership-grade positioning and roadmap.

Not just 3 AIs in a trench coat.

Not just 3 AIs in a trench coat.

Marigold is a human-AI joint production.

AI does the math. We do the meaning.


Marigold is a human-AI joint production.

AI does the math. We do the meaning.




The future isn't AI or Humans, its both.
We let machines do what they do best (scale + structure).
And we do what humans do best: spot the signal, challenge the noise, push for excellence, and shape the story.




The future isn't AI or Humans, its both.
We let machines do what they do best (scale + structure).
And we do what humans do best: spot the signal, challenge the noise, push for excellence, and shape the story.

More about us:

Why does AI visibility matter if I'm already #1 on Google?

Ranking doesn't equal relevance in AI systems. AI tools like ChatGPT, Perplexity, and Copilot don't just show search results- they summarize. If your narrative isn't clear, you may be framed inaccurately or left out entirely. You could rank #1 on Google and still be described as outdated or irrelevant in AI generated search.

Why does AI visibility matter if I'm already #1 on Google?

Ranking doesn't equal relevance in AI systems. AI tools like ChatGPT, Perplexity, and Copilot don't just show search results- they summarize. If your narrative isn't clear, you may be framed inaccurately or left out entirely. You could rank #1 on Google and still be described as outdated or irrelevant in AI generated search.

What’s the difference between the Free Pulse Check, the Full Audit, and the Red Team Analysis?

The Pulse Check gives you a 1-page snapshot of how AI currently frames your brand—perfect for quick awareness. The Full Audit is a strategic deep dive: it maps your AI brand narrative, benchmarks competitors, flags vulnerabilities, and provides a step-by-step roadmap to shift perception fast. The Red Team Analysis goes even further, layering in multi-model assessment, gap analysis, bias detection, and deeper visibility threats. Think of it as the difference between a sample spoon, the whole pint, and owning the ice cream shop.

What’s the difference between the Free Pulse Check, the Full Audit, and the Red Team Analysis?

The Pulse Check gives you a 1-page snapshot of how AI currently frames your brand—perfect for quick awareness. The Full Audit is a strategic deep dive: it maps your AI brand narrative, benchmarks competitors, flags vulnerabilities, and provides a step-by-step roadmap to shift perception fast. The Red Team Analysis goes even further, layering in multi-model assessment, gap analysis, bias detection, and deeper visibility threats. Think of it as the difference between a sample spoon, the whole pint, and owning the ice cream shop.

Will this help with SEO or traditional PR too?

Yes—but from the AI side out. Our Audits help you align your metadata, brand narrative, and content structure to increase visibility in both AI summaries and traditional search. It's a strategic complement to SEO, not a replacement.

What do you mean, “Human-AI partnership" at Marigold?

At Marigold, we believe the future is human-led, AI- supported. We use AI tools to power audits, but every recomendation is curated by human experts. Its not about automation, its about smart collaboration.

Is AI Search reliable?

This is one of the most important—and misunderstood—questions facing brands today. AI-generated summaries are already influencing how millions of people perceive companies. While they’re not always accurate, they are increasingly treated as authoritative—and the way they generate those answers is often opaque. Our job isn’t to blindly trust or dismiss AI summaries. It’s to give you the insight you need to determine how these systems are representing your brand, and whether anything important is missing or misaligned.

How does AI search shape brand perception?

AI search today isn’t just “Tell me about Pringles.” It’s “Can you help me plan a grocery list for my 7-year-old’s birthday party?” If your brand doesn’t appear in those contextual, high-intent searches, you’re not just being left out—you’re being forgotten.Platforms like ChatGPT (90M+ users/month), Bing Copilot (built into Microsoft 365), and Perplexity (a rising star in AI search) don’t show traditional results. They generate conclusions based on your brand’s structured presence, metadata, and digital footprint. If that framing is incomplete, biased, or outdated, that’s what your audience is learning—often without knowing it.

Why should we trust Marigold to audit AI perception?

Because we built Marigold to do one thing better than anyone else: Decode how AI models are shaping your brand identity—before you lose control of it. We don’t just surface keywords. We analyze how AI models synthesize your narrative, then give you a concrete plan to shape what AI says next. Our team blends AI systems knowledge, metadata optimization, and brand strategy. This isn’t just data—it’s reputation design.

Do you share your methodology or is this a black box?

We believe transparency builds trust. Every Audit includes a clear methodology section, and we're always available to walk you through it.

Why is AI ethics part of a visibility audit?

Visibility without ethics is just noise. We don't game the system- we guide your brand to show up truthfully and strategically in AI results. That means fixing misrepresentation, identifying bias, and placing content ethically. Your reputation isn't just what people say, its how machines repeat it.

How long does the audit take?

Most audits are delivered within 10-15 days. The Pulse Check is faster (usually 2-3 days) The Full Audit takes longer because we're analyzing multiple models, benchmarking competitors, and mapping actionable changes. For repeat and subscription clients, turnaround can be even faster since we're tracking progress over time.

Can we update the audit later?

Yes and we recommend it. AI models evolve constantly. Your visibility strategy should too. The most strategic brands treat AI visibility as an ongoing process, not a one-time fix.

What makes Marigold different from SEO firms or PR agencies?

SEO helps you get found. PR helps you get seen. We help you get framed—correctly—by machines. We reverse-engineer how AI models interpret your brand and build a roadmap to shape that narrative. Ints not just about traffic. It's about controlling the story AI tells about you.

marigold

marigold

the first AI Visibility audit

the first AI Visibility audit

© marigold. 2025

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We don't automate the narrative.
We help you own it.

We don't automate the narrative.
We help you own it.

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