Introducing Huginn HUGINN by Break The Web

Know exactly where your brand stands in AI search.

Huginn tracks your brand’s visibility across the AI platforms your customers use every day. Topic by topic. Platform by platform. Always fresh.

ChatGPT
Claude
Gemini
Perplexity
+ more coming soon
huginn.breaktheweb.agency/brand/
Huginn Brand Visibility Dashboard
The Visibility Gap

Traditional SEO tools went dark when AI search arrived.

Your customers are asking ChatGPT which brands to trust. They’re asking Gemini for product recommendations. They’re letting Perplexity and Claude do their research for them.

But when you open your analytics dashboard, none of that is visible. Keyword rankings don’t tell you whether your brand is mentioned. Backlink profiles don’t tell you whether AI is citing your content. Traffic dashboards can’t show you the impressions that never created a click.

Investing in AI visibility without measuring it is just guesswork. Huginn closes that gap.

Platform Coverage

Every AI platform your customers are actually using.

ChatGPT
by OpenAI

The world’s most-used AI assistant. Where consumer purchase journeys increasingly begin and end.

Claude
by Anthropic

Trusted for nuanced, thorough responses. Increasingly the go-to for research-driven purchase decisions.

Gemini
by Google

Deeply woven into Google’s ecosystem. What Gemini says about your brand has direct search implications.

Perplexity
AI Search Engine

Citation-heavy and research-first. Source tracking here is critical. Perplexity shows its work.

The Approach

Topics, not keywords. Because that’s how AI thinks.

1.
Define Your Topics
We map the topical themes most relevant to your brand, products, and competitive space. Not a keyword list. The subject areas where visibility actually matters.
2.
Track Fresh AI Responses
Huginn queries each platform with non-cached, fresh prompts across your topic universe. Query fanout generates multiple prompt variations per topic, matching the many ways real users phrase the same question.
3.
Get Actionable Insights
See where you appear, how your brand is described, how sentiment shifts, and where competitors are beating you. Then act on it.
Why Topics?

A consumer might start with “best skincare routine for sensitive skin” and arrive at “top sensitive skin brands.”

We don’t believe keyword volume or keyword research will ever be as meaningful in AI as it was in traditional search. Topics capture the full journey, from conversational to commercial, in a way keyword lists never will.

Non-Cached. Always.

Every Huginn query runs fresh. No cached responses, no inflated visibility. Just what a real user would see right now.

What Huginn Tracks

Full-spectrum AI visibility intelligence.

Brand Visibility Tracking

Monitor how often your brand appears across all four platforms when users ask about topics relevant to your space. Spot patterns, measure consistency, track momentum over time.

Sentiment Analysis

Understand how AI platforms describe your brand. Positive mentions build trust. Neutral or negative ones are early warnings. Know before your customers do.

Mention + Citation Analysis

Track when AI search mentions your brand versus when it actually cites and links to your content. The difference matters for traffic and authority.

Listicle Position Tracking

See where you rank when AI generates comparison lists and “best of” recommendations. First position gets the eyes. Everything else is essentially invisible.

Competitor Tracking

Monitor how your competitors appear across the same topic sets. See where they’re gaining ground and where you’re winning.

Query Fanout

Each topic spawns multiple prompt variations, the way a real consumer phrases the same question differently. More coverage, fewer blind spots, truer data.

The Dashboard

Built for clarity, not just data.

Query Fanout dashboard
Query Fanout
Each topic tracked across multiple prompt variations, per platform.
Platform Comparison dashboard
Platform Comparison
Side-by-side visibility across ChatGPT, Claude, Gemini, and Perplexity.
Citation and Sentiment dashboard
Citation + Sentiment Detail
Drill into how your brand is cited, described, and positioned on each platform.
Our Methodology

Data that reflects reality, not a cached snapshot.

Truly Fresh Queries
We use non-cached prompt responses across all platforms. Every query runs as if a brand-new user is asking for the first time. No stale results, no artificial inflation.
Query Fanout for Broader Coverage
Each topic you track spawns multiple prompt variations, capturing the many ways a real user might phrase the same question. The result is truer visibility data across the full range of how your topic is being searched.
No Keyword Volume, No Guessing
There is no reliable equivalent of search volume for AI. Huginn doesn’t pretend otherwise. We focus on what’s measurable: whether your brand appears, where it appears, and how it’s described.
Consistent Topical Presence = Consumer Exposure
When your brand appears consistently for a topical theme on a specific platform, the chances of a consumer seeing it go up. That’s the signal Huginn surfaces.
Get Access

Your brand is being recommended or ignored in AI right now.

Huginn is available exclusively to Break The Web clients. Ready to take AI visibility seriously? Let’s talk.