Brand-LLM Alignment Report

The Neural Scan.
Not an audit.
A diagnosis.

We scan your site through the eyes of GPT-4o, Claude 3.5, and Gemini Pro. We identify why AI models hallucinate about your brand — or ignore your expertise entirely. Then we give you a technical roadmap to fix it.

What We Scan

Five diagnostic
vectors.

Scan 01
Citation Presence
How frequently does each LLM cite your brand when queried on your core topics?
Scan 02
Hallucination Audit
Are AI models generating false or inaccurate information about your brand, products, or expertise?
Scan 03
Sentiment Vector
How do AI models describe you? Do those descriptions match your intended market positioning?
Scan 04
Entity Graph
What concepts, entities, and competitors do LLMs associate with your brand in their knowledge graph?
Scan 05
Technical Blockers
What schema gaps, crawl barriers, or structure issues prevent AI from correctly indexing your expertise?
Request Your Scan

Submit your
Brand-LLM
Alignment Report.

We run your brand through GPT-4o, Claude 3.5 Sonnet, and Gemini Pro 1.5. You receive a detailed technical report within 48 hours. No cost. No contract. Just data.

01Submit your domain below
02We run 5 diagnostic scans across 3 LLMs
03Receive your Brand-LLM Alignment Report in 48h
04Optional: 30-min technical debrief call
Sample Output

What your report
contains.

Report Section 01
LLM Citation Matrix
A scored breakdown of your citation rate across GPT-4o, Claude, Gemini, and Perplexity for your 20 highest-value query topics. Benchmarked against your top 3 competitors.
Report Section 02
Hallucination Log
Every instance of AI-generated inaccuracy about your brand, categorized by severity, frequency, and model. Includes the specific prompts that trigger each hallucination pattern.
Report Section 03
Technical Remediation Plan
A prioritized, sprint-ready action plan: schema additions, content gaps, entity signals, and authority targets — ranked by expected impact on LLM citation rate.