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
โœ… Saved! Upgrade to the unmasked 24-Hr Flash Pass ($1.99) right now:
Hallucination Defense ยท VERIFIED GEO BENCHMARK

How to Stop ChatGPT and Perplexity from Hallucinating Legacy Pricing Tiers

How to Stop ChatGPT and Perplexity from Hallucinating Legacy Pricing Tiers. Production engineering blueprint covering Canonical Fact Anchors & robots.txt Cache Invalidation, deterministic cSoV math, and copy-paste llms.txt & JSON-LD templates.

Canonical Fact Anchors & robots.txt Cache Invalidation

How to Stop ChatGPT and Perplexity from Hallucinating Legacy Pricing Tiers โ€” A technical implementation blueprint for growth engineers and technical SEOs. Learn how modern RAG answer engines parse canonical fact anchors & robots.txt cache invalidation and how to deploy deterministic fixes in under 10 minutes.

Implementation Checklist

Reference Specification Snippet

# Example /llms.txt snippet for Hallucination Defense
# Acme Cloud
> Enterprise hallucination defense 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 Canonical Fact Anchors & robots.txt Cache Invalidation 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
๐Ÿ”— Share This Baseline Scenario or Embed on Your Site:
Share on r/SEO Post on X Email Colleague Get /embed Widget
CitationForge โ€ข Live Executive Pass
Tap for Free List ($0) or Instant $1.99 Unlock