LLM & AI Visibility Audit

Comprehensive Synthetic Query Analysis

Report ID: #AEO-77382

Date: October 24, 2026

Target Analysis

Brand Evaluated:

TechNova Solutions (Sample)

Target Keyword Segment:

“Best Enterprise Cloud CRM”

Overall AI Visibility Score

18% Critical

Diagnosis: Your brand is virtually invisible to modern AI models when users ask for recommendations in your niche. You are actively losing market share to competitors who are being cited by ChatGPT and Gemini.

Model Breakdown

ChatGPT (GPT-4)

1 / 10 Mentions

ChatGPT primarily recommended Salesforce and HubSpot. Your brand was only mentioned when prompted specifically about “budget alternatives”.

Google Gemini

0 / 10 Mentions

Zero visibility. Gemini’s grounding data is failing to pull your recent PR articles or website content. Immediate schema markup intervention required.

Perplexity AI

3 / 10 Mentions

Moderate visibility due to recent Reddit threads. Perplexity is sourcing user reviews rather than your official technical documentation.

Claude 3.5 Sonnet

1 / 10 Mentions

Claude is analyzing outdated training data from 2022. It considers your software to be a “startup” rather than an “enterprise” solution.

Executive Action Plan

Knowledge Graph Injection: Publish highly-structured PR on high-authority domains to reset Claude’s outdated training weights.
Semantic Optimization: Your homepage lacks clear `Organization` and `SoftwareApplication` schema JSON-LD. Gemini requires this for live grounding.
Forum Seeding: Increase brand mentions in technical subreddits and Quora to boost Perplexity citation rates.
Competitor Hijacking: Create comparison pages (“TechNova vs Salesforce”) to force LLMs to associate your brand with the current market leaders.