GEO Knowledge Hub & Developer Tools

Generative Engine Optimization Utility Hub

Production-grade schema code, interactive protocol specifications, and empirical telemetry designed to help engineering and growth teams dominate AI search citations.

Copy-Paste Schemas/llms.txt Protocol2,700+ Empirical Brands
Technical Guide & Templates
8 min readCode Template

JSON-LD Schema Architecture for LLM Crawlers

Production-ready Schema.org structured data templates (SoftwareApplication, Product, Organization, FAQPage) engineered specifically for machine parsing by AI search bots (GPTBot, ClaudeBot, PerplexityBot).

SoftwareApplication.jsonldschema.org / Valid
{
  "@context": "https://schema.org",
  "@type": "SoftwareApplication",
  "name": "Enterprise GEO Platform", ...
}
Protocol Standard
6 min readInteractive Spec

The llms.txt & Crawler Context Protocol

Best practices for implementing /llms.txt and /llms-full.txt in your apex web directory to provide high-density markdown context for modern generative crawlers.

/llms.txtMarkdown RFC Standard
# YourBrand Documentation\n> High-density summary for LLM context windows.\n## Core Documentation\n- [Platform Specs](https://...)
Benchmark Report
Live Telemetry2,700+ Brands

Q3 2026 AI Engine Market Share & Influence Index

Explore live empirical data across 2,700+ enterprise brands in the IndexLLM Brand Radar. Benchmark unprompted Share of Model (SOM), citation frequency, and algorithmic displacement across 10 sectors.

Media & Entertainment23.4% Avg SOM
Consumer Electronics18.1% Avg SOM
Travel & Hospitality17.2% Avg SOM
Retail & E-Commerce16.6% Avg SOM
Strategic Whitepaper
12 min readExecutive Brief

The 2026 Enterprise GEO Playbook

The definitive blueprint to Generative Engine Optimization. Covers citation network amplification, parametric weight grounding, and reversing competitor displacement in ChatGPT Search, Google AI Overviews, and Perplexity Sonar.

Citation Network Amplification (Reddit, G2, Wiki triangulation)
Prompt Reverse-Engineering across B2B Buyer Archetypes
Parametric Memory vs. Retrieval-Augmented Grounding
Empirical Action Plan

Put Theory into Practice: Run Your Brand's First Deep Audit

Get automated JSON-LD schemas and a personalized 3-phase GEO action plan generated specifically for your domain using our 12-Engine Cross-Model Crucible.