IcyPluto — Brand Analysis

Why isn't AI recommending your brand?

Brand Analysis crawls your website and runs 50+ checks across every signal AI models use to verify, cite, and recommend brands. You get a priority-ranked report with the exact fixes — not a score, a diagnosis.

app.icypluto.com/brand-analysis

Enter a domain above to run Brand Analysis.

Crawls your site · Runs 50+ AI checks · Prioritizes fixes

50+
AI signal checks per domain
4
Analysis dimensions
<2 min
Time to full report
Free
No sign-up required

What it checks

Four dimensions. 50+ individual checks.

Every check answers one question: does your site give AI models enough signal to surface your brand when buyers are asking?

01

Content Quality & Depth

Evaluates whether your pages answer the exact questions LLMs receive about your brand — including product use cases, trust signals, and comparative claims. Most websites describe what they do. AI models need to know why, for whom, and compared to what.

FAQ coverageUse-case languageComparison-ready copyOutcome framingTrust signals+ more
02

Structural Signals

Audits heading hierarchy, FAQ schemas, structured data, and page architecture — the same signals LLMs use during Generative Engine Optimization to parse and rank brand content in AI-generated answers.

H1–H3 hierarchyFAQ JSON-LDBreadcrumbList schemaPage architectureInternal linking+ more
03

Entity & Metadata Coverage

Checks for founder mentions, founding year, brand descriptions, and Open Graph tags — the structured facts AI models use to verify, cross-reference, and recommend your brand with confidence.

Founder mentionsFounding dateOrganization schemaOpen Graph tagssameAs references+ more
04

LLM Discoverability Signals

Measures how well your site surfaces across AI prompt tracking scenarios — comparisons, how-to queries, and recommendation prompts on ChatGPT, Gemini, Claude, and Perplexity. Visibility in AI is earned, not assigned.

Comparison queriesHow-to coverageRecommendation densityPrompt match rateMulti-model presence+ more

Report structure

Every finding. Fully diagnosed.

Not a list of vague warnings. Each recommendation includes four structured sections — so your team can act immediately without additional research.

01

Current State

What we found on your site — quoted directly from the audit. No interpretation, just the facts.

02

Problem

Why this specific finding costs you LLM visibility. Not a generic warning — a causal explanation of what AI models do with this signal.

03

Recommended Fix

The exact change to make — specific enough to hand to a developer or content writer with no additional research needed.

04

LLM Impact

The expected effect on AI citation behavior once the fix is implemented, based on our prompt-response data across four models.

Priority system

Not all gaps cost you equally.

High

Fix now

AI models are actively missing or misrepresenting your brand for these signals today. Each High finding is a citation your competitors are earning at your expense.

Medium

Fix this quarter

These gaps affect your long-term AI visibility trajectory. Brands that ignore Medium findings today find themselves in an unrecoverable gap within 6–12 months.

Low

Fix when ready

Low-priority findings sharpen your competitive edge over time. They won't cost you citations today, but they represent the difference between a B+ and an A-grade brand presence in AI.

Brand Analysis vs SEO Audit

Built for a different kind of search.

An SEO audit tells you why Google isn't ranking you. Brand Analysis tells you why AI models aren't citing you. The signals are different. The fixes are different. The outcome is different.

SEO Audit
Brand Analysis
Optimizes for
Google crawler
LLM citation signals
Primary output
Keyword gaps + rank
Priority-ranked fixes
Key signals
Backlinks + on-page
Entities + schema + depth
Platforms
Google, Bing
ChatGPT, Gemini, Claude, Perplexity
Diagnosis depth
Issue list
Current State → Fix → LLM Impact
Measurement
Rank position + CTR
Share of Answer + citations

FAQ

Common questions.

What does Brand Analysis actually check?

Brand Analysis crawls your public website and audits 50+ signals across four dimensions: content quality and depth, structural markup (headings, schemas, JSON-LD), entity and metadata coverage (founder mentions, Open Graph, founding year), and LLM discoverability signals. Every check is built around how AI models parse, verify, and recommend brands.

How is this different from traditional SEO tools?

Traditional SEO tools optimize for Google's crawlers. Brand Analysis is built for AI search tracking — optimizing your presence in AI-generated answers across ChatGPT, Gemini, Claude, and Perplexity. It's GEO and AEO first, not keyword-rank-first.

How long does a report take?

Most reports complete in under two minutes. Our engine crawls your public pages, runs all 50+ checks in parallel, and generates prioritised recommendations automatically — no manual review required.

Do I need to install anything on my site?

No. Brand Analysis works entirely from your public-facing URL — no code, no plugins, no server access needed.

Can I share or download the report?

Yes. Every Brand Analysis report can be exported as a PDF — formatted for sharing with developers, content teams, or clients.

How often should I re-run Brand Analysis?

Any time you publish major content, launch a new product, or roll out recommended fixes. A monthly cadence keeps your brand mentions ahead of competitors as LLM citation patterns shift.

Start your analysis

Find out why AI is citing your competitors instead of you.

Free, no sign-up required. Enter your domain and get a full priority-ranked report in under two minutes.

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