AI Visibility Intelligence: where AI cites, ignores, or replaces your brand.

I analyze real queries, citations, sources, sentiment, and competitors across ChatGPT, Perplexity, Claude, Gemini, Copilot, and Google AI Search. The result is an operating map, not a generic scorecard.

Analyze your brand

[ 2026 DATA ]

17%

Only 17% of sources cited by Google AI Overviews also rank in the organic top 10.

Five out of six cited sources are not on Google's organic first page. The point is not abandoning SEO: it is also measuring the layer where AI builds the recommendation.

Source: BrightEdge, February 2026
[ THE GEO LOOP ]

The proprietary GEO system that closes the cycle.

Every cycle starts from a specific question found in Discovery. The same question becomes a baseline, is addressed, published, and compared again 90 days later. A system that observes what changes, not a one-off report.

[ 01 ]

Discovery

PROPRIETARY DISCOVERY PIPELINE

[ PROMPT FOUND ]

[ 02 ]

Measure

PROPRIETARY EVALUATION FRAMEWORK

[ BASELINE ]

[ 03 ]

Hunting

PROPRIETARY BRIEF ENGINE

[ BRIEF GENERATED ]

[ 04 ]

Publish

EDITORIAL EXECUTION

[ 05 ]

Re-Measure

+90 DAYS

[ COMPARISON COMPLETE ]

[ THE CYCLE RESTARTS ]

The same prompt: found in Discovery → turned into a baseline in Measure → translated into a brief in Hunting → compared in Re-Measure. One question. One loop. Comparable evidence.

[ 01 · PROPRIETARY DISCOVERY PIPELINE ]

Discovery: where the loop begins

Multi-engine pipeline · the starting point

Fires 50+ different prompts per audit to map the AI search landscape of your market. The output is a list of specific questions where your brand has a gap: questions AI engines are answering with a competitor's name, or without any brand at all. Each becomes a candidate prompt for the full loop.

Output: a prioritized list of prompts where your brand is missing. Each one enters the Measure → Hunting → Re-Measure cycle.

[ TYPICAL COVERAGE ]
50+
PROMPTS PER AUDIT
6
AI ENGINES MONITORED PER PROMPT

Want to see the loop in action on your brand?

Free audit
what you get
Initial brand AI map in 48 hours
Query map by intent, language, and market
Source, citation, and competitor map
Sentiment, trust, and differentiation diagnosis
Production-ready GEO/AEO briefs
who it's for

Brands strong offline, weak in AI answers

The market knows you, but AI engines cite other names when it matters.

Marketing teams already investing in SEO

You have content and traffic, but do not know if they are legible and citable for AI engines.

Founders and CEOs who want data

You want to know where you stand, who is ahead, and which actions matter first.

Want to know where to start?

Send context, website, and objective. I'll reply with the most sensible first step.

Analyze your brand