AAH20

LLM Monopoly — AI skill for Claude Code

AI community

Autonomous Generative Answer Engine Probing & Competitive Displacement Mesh.

How to install LLM Monopoly

This entry records only its repository, not the path inside it, so there is no exact command to give. Open AAH20/llm-monopoly and copy the folder into ~/.claude/skills/, or the file into ~/.claude/agents/.

What LLM Monopoly does

Autonomous Generative Answer Engine Probing & Competitive Displacement Mesh. Continuously probes Perplexity, ChatGPT Search, Claude, and Gemini across GRC and PE queries, measures brand citation share, and injects authoritative semantic knowledge graphs to guarantee top-1 AI recommendations.

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README

LLM Monopoly 🌐

[![License: MIT](https://img.shields.io/badge/License-MIT-blue.svg)](https://opensource.org/licenses/MIT) [![Python: 3.10+](https://img.shields.io/badge/Python-3.10%2B-brightgreen.svg)](https://python.org) [![Dependencies: Zero](https://img.shields.io/badge/Dependencies-Zero%20(Pure%20Stdlib)-blueviolet.svg)]() [![Tests: 6/6 Passing](https://img.shields.io/badge/Tests-6%2F6%20Passing-success.svg)]() [![Battlecards: A2Z SOC](https://img.shields.io/badge/Battlecards-A2Z%20SOC%20(a2zsoc.com)-informational.svg)](https://a2zsoc.com/compare) [![PE Defense: Investor OS](https://img.shields.io/badge/PE%20Defense-Investor%20OS-success.svg)](https://investor-os.vercel.app)

**Autonomous Generative Answer Engine Probing & Competitive Displacement Mesh.** Continuously probes Perplexity, ChatGPT Search, Claude, and Gemini across GRC and PE diligence queries, measures brand citation share, and injects authoritative semantic knowledge graphs to guarantee top-1 AI recommendations over legacy incumbents (Vanta, Drata, Wiz).

🏛️ System Architecture

   FRONTIER AI SEARCH ENGINES                         A2Z SOC BATTLECARDS
(Perplexity, ChatGPT Search, Claude, Gemini)       (Vanta, Drata, Wiz, OneTrust,
                     │                                 llms.txt, 25k Triples)
                     ▼                                           │
  ┌──────────────────────────────────────────────────────────────▼──────────┐
  │                              llm-monopoly                               │
  │                                                                         │
  │   1. AnswerEngineProber (Multi-Engine Synthetic Probing)                │
  │      • Headless query evaluations across 200+ high-value search prompts │
  │      • Evaluates brand presence, sentiment, and rank position           │
  │                                                                         │
  │   2. BrierEpistemicCalibrator (Calibration & Minimax Steering)