# Targetlytics - /FEATURES/LLM-QUERY-REVERSE-ENGINEERING (en)

*Generated for AI LLM consumption*

## Section: FourPillars

**badge**: From Invisible to Recommended — in 4 Steps

**title**: The 4-Step System That Gets Your Brand Cited by AI

**description**: From your first visibility report to board-ready ROI proof — no developers, no guesswork, no jargon.

**seeFullWalkthrough**: See the full platform walkthrough

### ingestion

**title**: 1. See Where You Stand Today

**subtitle**: Your AI Visibility Audit

**description**: In 2 hours you'll see your Share of Model, which AI platforms mention you, how your competitors rank, and the exact gaps hurting your visibility. No setup required for your first report.

#### features

**cycles**: Report ready in 2 hours

**platforms**: Share of Model vs. every competitor

**engine**: Exact visibility gaps identified

**cta**: See Your AI Visibility Score

**link**: /features/ai-visibility-tracking

### forensics

**title**: 2. Make Your Website AI-Ready

**subtitle**: Automatic On-Page Optimization

**description**: Paste one line of JavaScript. Targetlytics automatically makes every page perfectly readable by ChatGPT, Claude, and Perplexity — no developer needed. AI bots now understand and cite your site the way you want.

#### features

**consistency**: Every page now readable by AI bots

**tracing**: Auto-deployed LLMs.txt and Answer Capsules

**mapping**: Structured schemas injected instantly

**cta**: Explore AI Readiness Optimization

**link**: /features/ai-readiness-optimization

### strategy

**title**: 3. Win the Citations That Matter

**subtitle**: Off-Page Intelligence & Content

**description**: See exactly which Reddit posts, G2 reviews, and articles shape what AI says about your brand. Get a step-by-step playbook to fix the gaps and create content that directly targets the queries your competitors are winning.

#### features

**briefs**: Citation source intelligence

**optimization**: Competitor gap analysis

**gap**: AI-optimized content playbook

**cta**: Explore the Action Engine

**link**: /platform/action-engine

### impact

**title**: 4. Prove the Revenue Impact

**subtitle**: AI Revenue Attribution

**description**: Connect AI mentions to real pipeline. See which AI platforms are sending traffic, generating leads, and closing deals. Share board-ready reports that prove exactly what GEO is doing for your bottom line.

#### features

**dashboard**: AI traffic attribution dashboard

**attribution**: Lead and revenue tracking

**tracking**: Exportable executive reports

**cta**: See AI Revenue Attribution

**link**: /features/ai-revenue-attribution


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## Section: MagicMoments

**badge**: ROI & Investigation

**title**: See the Value in Action

**description**: These eight features prove why forensics beats basic monitoring—focusing on the why, the ROI, and verification.

### citation

**title**: Reverse-Engineer the Competition

**subtitle**: The Citation Path Tracer

**description**: See a competitor ranking #1 in Perplexity and reveal the exact Reddit thread or stale Wikipedia entry powering that result. This is the "why" behind every ranking—intelligence competitors can't get anywhere else.

### attribution

**title**: The Google Analytics for AI Discovery

**subtitle**: The Attribution Engine

**description**: Board-ready reports correlating Share of Model (SoM) gains directly to revenue and sessions. Prove ROI with full traffic attribution from generative engines—not just query volume.

### weather

**title**: Network-Level Intelligence You Can't Get Anywhere Else

**subtitle**: Global AI Weather Report

**description**: Industry-wide algorithm shifts in real-time. See when OpenAI prioritizes G2 over Substack, or when Perplexity changes citation preferences. This is network-level intelligence that gives you the strategic edge.

### hallucination

**title**: Catch AI Errors Before They Damage Your Brand

**subtitle**: Hallucination Detection

**description**: Your Brand Constitution acts as a verified source of truth. When AI platforms hallucinate facts about your brand—like incorrect pricing or features—you get instant alerts with automatic correction sent to the platform.

### decay

**title**: Find Stale Competitor Citations to Replace

**subtitle**: Citation Decay Intelligence

**description**: Our forensics engine identifies stale competitor citations (3+ years old) that are vulnerable to replacement. This is your low-hanging fruit: create fresh content on Reddit, update Wikipedia, and replace outdated mentions with your brand.

### scout

**title**: 15-Minute Monitoring Cycles Across All Platforms

**subtitle**: Real-Time Scout Layer

**description**: Watch our Scout Layer query all major AI platforms in real-time with 15-minute refresh cycles. This isn't a "check once and hope" approach. We continuously monitor so you catch changes the moment they happen.

### strategicBriefs

**title**: Platform-Specific Battle Plans

**subtitle**: Strategic Intelligence Briefs

**description**: Get actionable intelligence briefs tailored to each platform's rules and norms. Reddit moderation guidelines, Wikipedia editor consensus, GitHub documentation best practices—we provide the 'how' so you can execute without getting banned.

### infrastructure

**title**: AI Bot Optimization Dashboard

**subtitle**: Technical Infrastructure

**description**: Monitor your llms.txt implementation, markdown routing, and bot crawl success rates in real-time. Ensure GPTBot, ClaudeBot, and PerplexityBot can ingest your content with 100% accuracy and zero noise.


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*Source: https://targetlytics.com/en/features/llm-query-reverse-engineering*
*Last Updated: 2026-04-05T08:06:15.796Z*