LLM Override

The AI era has a problem: ChatGPT, Claude, and Perplexity are making up facts about your brand.

They crawl your raw HTML — a format built for humans — and hallucinate the gaps. Traditional SEO

cannot fix this. A static sitemap cannot fix this. LLM Override fixes this.

LLM Override is a Machine-to-Machine (M2M) interception engine for WordPress. It speaks the

language AI crawlers actually understand: clean, structured Markdown with semantic context — served

in real time, directly from your site, without modifying a single page.

How AI systems read your content

Most AI tools for WordPress generate a list of URLs. That tells an AI crawler where your content

is. LLM Override tells AI crawlers what your content means — making your brand accurately

represented across AI-powered search engines.

When a bot visits your page, LLM Override intercepts the request before WordPress renders any HTML,

and responds with a structured Markdown payload containing:

• Your content, cleaned of scripts, ads, and UI noise

• A YAML frontmatter block with your canonical title, URL, and last-updated timestamp

• Your Site Manifest — verifiable organization facts included in your /llms.txt

This is Generative Engine Optimization (GEO): making your content accessible and accurately represented to AI systems.

How it works

• LLM Override adds a <link rel="alternate" type="text/markdown"> tag into your page <head>.

• An AI crawler discovers this link and follows it — that’s the standard Content Negotiation protocol.

• It appends?view=raw to your URL and sends the request.

• LLM Override intercepts at the WordPress routing layer — no HTML is rendered, no theme loads.

• The crawler receives clean, semantic Markdown. Accurate content. No hallucinations.

Your human visitors never see any of this. Their experience is unchanged.

Core Features (Free)

M2M Interception Engine

view=raw — works on any page, any post type

✅ Converts HTML to clean Markdown using league/html-to-markdown

✅ Strips <script>, <style>, <iframe>, and empty elements before conversion

✅ Disables page caching (WP Rocket, LiteSpeed, W3TC, Cloudflare) for M2M requests to guarantee fresh content

✅ Adds X-Robots-Tag: noindex to Markdown responses to prevent duplicate content flags

✅ Adds X-Content-Processing transparency header declaring conversion method and source

✅ Adds YAML frontmatter: title, canonical URL, last modified date, plugin version

Content Rules

txt site manifest

txt Standard Compliance

txt endpoint — always current, zero static files, works on any hosting

txt endpoint — includes content snippets for deeper AI context

✅ Semantic Blockquote — select a global context page via UI to auto-generate the site manifest

org specs

✅ Both endpoints automatically respect noindex rules from Yoast SEO, Rank Math, SEOPress, and AIOSEO

txt for passive bot discovery

✅ <link rel="alternate" type="text/markdown"> auto-injected into every page <head>

Precision Control

✅ Native WordPress metabox on every post/page: exclude from AI manifests or override the M2M payload manually

✅ “View as AI” button in the WordPress Admin Bar: see exactly what any AI bot receives from any page

Shadow Analytics Lite

✅ Tracks global M2M interception hits with a simple counter in your dashboard

✅ GDPR-compliant: IP addresses are hashed daily, never stored in plain text

✅ Detects 58 known AI bots across 4 categories (Training, Query, Discovery, Scraping)

Enterprise Sanitization

✅ Strips Unicode corruption before delivery: BOM markers, Zero-Width Spaces, Non-Breaking Spaces, Soft Hyphens — the exact characters that cause parser errors in ChatGPT and Claude

✅ Transient-based caching (12-hour TTL) for endpoint performance — with one-click AJAX flush

Developer API

✅ 14 documented action/filter hooks for extending behavior without modifying plugin files

✅ Clean OOP architecture with full Composer autoloading

Built to WordPress standards

LLM Override is developed following strict WordPress coding standards. Every function prefixed,

every output escaped, every database query prepared, every nonce verified. No direct filesystem

operations. No raw SQL injection. No short PHP tags.

The plugin passes the official WordPress Plugin Check tool with zero errors and zero warnings.

LLM Override Pro — Industrial-scale GEO

The free version covers the complete core M2M engine. Large sites and agencies need scale.

Pro unlocks:

* 🤖 AI Copilot — per-post AI-generated Markdown with custom personas (GPT, Claude, DeepSeek, OpenRouter via BYOK)

* ⚙️ Batch Accelerator — compile your entire site in the background via Action Scheduler, no timeouts

* 📊 Full GEO Analytics — granular telemetry: which bots, which pages, which entities were injected

txt — AI-drafted manifesto grounded in your actual content

* 🏢 Agency MCP Server — expose a full Model Context Protocol endpoint for external agent orchestration

Explore Pro features →

GEO Compliance

LLM Override follows the principle of Content Faithfulness: everything served to

AI bots is a faithful representation of your visible web content, optimized for

machine consumption but never altered in substance.

• Content is converted from HTML to Markdown without semantic changes

• No content is added or removed from individual page responses

• Structured data (JSON-LD) is extracted directly from visible page content

• Full transparency via X-Content-Processing HTTP headers

• Content Faithfulness Score tracks parity between HTML and Markdown outputs