CitationForge GEO Studio
/llms.txt Run Free AI Audit

Unlocks exact competitor prompt citation ranks, /llms-full.txt corpus & JSON-LD entity patches

Citation Share (cSoV)
41.2%
25 Buyer Prompts
Agent Readability
94/100
llms.txt + Markdown
Entity Graph Density
91/100
@graph + sameAs
AI Crawler Access
6/6 Bots
GPTBot + Perplexity
๐Ÿ”’ Competitor Prompt Steal Matrix (24-Hr Pass: $1.99)
๐Ÿ’ฌ 1-Tap SMS
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DOM Signal Engineering ยท VERIFIED GEO BENCHMARK

Token-to-HTML Signal Ratio: Why Bloated DOMs Get Dropped by AI Crawlers

Token-to-HTML Signal Ratio: Why Bloated DOMs Get Dropped by AI Crawlers. Production engineering blueprint covering Crawl4AI & Firecrawl Extraction Benchmarks, deterministic cSoV math, and copy-paste llms.txt & JSON-LD templates.

Crawl4AI & Firecrawl Extraction Benchmarks

Token-to-HTML Signal Ratio: Why Bloated DOMs Get Dropped by AI Crawlers โ€” A technical implementation blueprint for growth engineers and technical SEOs. Learn how modern RAG answer engines parse crawl4ai & firecrawl extraction benchmarks and how to deploy deterministic fixes in under 10 minutes.

Implementation Checklist

Reference Specification Snippet

# Example /llms.txt snippet for DOM Signal Engineering
# Acme Cloud
> Enterprise dom signal engineering platform with deterministic APIs and SOC2 Type II compliance.

## Core Documentation
- [Quickstart Guide](https://acme.dev/docs/quickstart.md): 5-minute SDK setup and API authentication.
- [Pricing & Limits](https://acme.dev/pricing.md): Transparent self-serve and enterprise tier breakdown.

Run a Live 10-Second GEO Audit on Your Own Domain

Compare your cSoV against Crawl4AI & Firecrawl Extraction Benchmarks and auto-compile your custom /llms.txt + JSON-LD graph.

Audit Your Domain Free

Related Programmatic GEO Reports

llms.txt Engineering
How to Generate & Validate /llms.txt for B2B SaaS Websites (2026 Spec)
Perplexity GEO
Perplexity Citation Ranking Factors 2026: Empirical Analysis of 50,000 RAG Answers
AI Crawler Governance
ChatGPT Search & OAI-SearchBot robots.txt Configuration Guide
JSON-LD Knowledge Graphs
Compiling Type-Safe JSON-LD Entity Graphs with schema-dts for AI Search
llms-full.txt Architecture
Architecting /llms-full.txt for Single-Fetch Deep Research Agent Ingestion
Gemini Grounding
Optimizing Technical Docs for Google AI Overviews & Gemini Search Grounding
๐Ÿš€ Open-Source Engine Upgrade: modelcontextprotocol/servers + jina-ai/reader (โ˜… 91,274 & โ˜… 12,147) Inspect Live JSON Telemetry โ†—

Auto-Generated .well-known/mcp.json & LLM Token-Bloat Compression Audit

Exposes a live Model Context Protocol server manifest (/.well-known/mcp.json) so Claude, Cursor, and OpenAI agents can query your product catalog directly, paired with Jina-Reader clean-markdown token compression.

Loading live modelcontextprotocol/servers + jina-ai/reader deterministic readout...

Unlock Full 50-Prompt GEO Citation Breakdown & Auto-llms.txt PR Patch

โšก Instant 24-Hr Pass: $1.99
COMPLETE STRATEGY DOSSIER
$49

Complete 50-Prompt GEO Dossier ($49) + Exportable Executive PDF & Complete Action Playbook.

B2B PRO / COMMERCIAL TEAM
$99

B2B Agency Continuous Radar ($99/mo) + White-Label Client Exports, API Webhook Feed & Priority SLA.

Verified Ecosystem Tools & Clinical/Infra Partners (Sovrn //Commerce)

โšก 3-Second Competitor Battlecard: Why CitationForge Wins

Capability CitationForge Legacy $299/mo SaaS Manual Spreadsheets
Execution Speed < 15ms Deterministic Math Slow 30s LLM Wrapper Hours of Manual Copy-Paste
Entry Price $0 Free / $1.99 24-Hr Pass $199โ€“$499/mo Annual Lock High Error / Liability Risk
Open-Source Core modelcontextprotocol/servers + jina-ai/reader Closed Black-Box Outdated Static Formulas
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