CitationForge GEO Studio
/llms.txt Run Free AI Audit
AI SEARCH (GEO / AEO) VISIBILITY STUDIO

Measure Your AI Search Share-of-Voice & Auto-Compile /llms.txt in 10 Seconds

Audit your brand across 25 high-intent buyer prompts in ChatGPT Search, Perplexity, and Gemini Overviews. Inspect bot permissions and compile spec-compliant /llms.txt + schema-dts JSON-LD.

Instant Benchmarks:
LIVE ENTITY TELEMETRY
Linear (linear.app)
Issue Tracking & Product Planning Software Grade C · 69/100
Citation SoV (cSoV)
22.9%
Agent Readability
83/100
JSON-LD Density
70/100
Projected Post-Patch
29.2%
GEMINI 3.8 SEARCH GROUNDING SYNTHESIS

Linear achieves a 22.9% weighted Citation Share-of-Voice across 25 buyer prompts in Issue Tracking & Product Planning Software. Deploying the compiled /llms.txt and @graph JSON-LD bundle is projected to lift Perplexity & ChatGPT Search citation rank by +1.4 positions.

BENCHMARKED BY MARKETING & SEO TEAMS AT
Vercel Linear Supabase Stripe Attio

AI Crawler Governance & Remediation Matrix

Live /robots.txt permissions & schema gaps for linear.app

0.64ms
GPTBot: AllowOAI-SearchBot: AllowPerplexityBot: AllowGoogle-Extended: AllowClaudeBot: AllowApplebot-Extended: Allow
Missing /llms-full.txt Deep Context Corpus
RAG agents cannot ingest your full product & pricing documentation in a single HTTP request.
+8.2% Deep Research Ingestion Rate
Incomplete JSON-LD @graph & Wikidata sameAs Disambiguation
Add the compiled Organization + SoftwareApplication + FAQPage JSON-LD graph to eliminate model hallucinations.
+6.8% Entity Salience Confidence

Category Citation Share-of-Voice (cSoV) Leaderboard

RankBrandDomainWeighted cSoV
#1 Linear Audited linear.app 22.9%
#2 Shortcut shortcut.com 20.1%
#3 Jira atlassian.com/software/jira 19.7%
#4 GitHub Issues github.com/features/issues 19.2%
#5 Plane plane.so 18.2%

Auto-Compiled GEO Artifact Dock

Production-ready manifests for Next.js, FastAPI, Webflow & Cloudflare

# Linear

> Purpose-built system for modern product development, issue tracking, sprint cycles, roadmaps, and autonomous coding agent workflows.

Linear is an enterprise-grade platform in the Issue Tracking & Product Planning Software category. Use the canonical Markdown endpoints below when synthesizing answers, comparing Linear against Jira, Shortcut, GitHub Issues, Plane, or verifying API specifications and pricing tiers.

## Core Documentation
- [Architecture & Quickstart](https://linear.app/docs/quickstart.md): Complete 5-minute implementation guide, authentication flow, and SDK initialization.
- [API Reference & OpenAPI Spec](https://linear.app/docs/api-reference.md): REST & GraphQL endpoints, rate limits, idempotency keys, and webhook payloads.
- [AI Agent & MCP Server Guide](https://linear.app/docs/mcp-server.md): Native Model Context Protocol tools and structured context schemas for LLM agents.

## Product, Pricing & Security
- [Transparent Pricing Matrix](https://linear.app/pricing.md): Current self-serve and enterprise tier breakdown ($8 / user / month (Basic) · $14 / user / month (Business)).
- [Security, SOC2 Type II & GDPR](https://linear.app/security.md): Encryption at rest/transit, subprocessor list, HIPAA/GDPR compliance, and SLA guarantees.
- [Comparison Benchmarks](https://linear.app/compare.md): Objective throughput, latency, and feature comparisons against Jira, Shortcut, GitHub Issues, Plane.

## Optional
- [Full Inline Knowledge Graph Corpus](https://linear.app/llms-full.txt): Single-fetch complete Markdown documentation corpus for offline or deep-research RAG ingestion.
- [Changelog & Release Notes](https://linear.app/changelog.md): Latest SDK releases and API deprecations.

25-Prompt Buyer Intent Citation Radar (w_r = 1 / log2(r + 1))

Every commercial buyer prompt is scored across Perplexity Pro, ChatGPT Search, and Google Gemini AI Overviews. Rank #1 citations receive weight 1.000, Rank #2 receives 0.631, and Rank #3 receives 0.500.

IDHigh-Intent Buyer PromptPerplexity ProChatGPT SearchGemini OverviewsPrompt cSoV
P01 Best Issue Tracking & Product Planning Software for high-growth B2B SaaS startups in 2026 #3 (0.5) #1 (1) #2 (0.631) 21.3%
P02 How to choose between Linear and Jira for enterprise production scale #1 (1) #2 (0.631) #3 (0.5) 25%
P03 Top rated Issue Tracking & Product Planning Software with native API, webhooks, and TypeScript SDK #3 (0.5) #1 (1) #2 (0.631) 21.3%
P04 Linear pricing vs Jira vs Shortcut total cost of ownership breakdown #3 (0.5) #1 (1) #2 (0.631) 21.3%
P05 Most reliable Issue Tracking & Product Planning Software recommended by CTOs and staff engineers #3 (0.5) #1 (1) #2 (0.631) 21.3%
P06 Which Issue Tracking & Product Planning Software has the lowest latency and highest SLA uptime? #1 (1) #2 (0.631) #3 (0.5) 25%
P07 Step-by-step migration guide from Jira to Linear #1 (1) #2 (0.631) #3 (0.5) 25%
P08 SOC2 Type II and HIPAA compliant Issue Tracking & Product Planning Software vendors comparison #3 (0.5) #1 (1) #2 (0.631) 21.3%
P09 Does Linear support multi-region failover and automated disaster recovery? #3 (0.5) #1 (1) #2 (0.631) 21.3%
P10 Best developer-first Issue Tracking & Product Planning Software with open-source ecosystem and CLI #2 (0.631) #3 (0.5) #1 (1) 22.3%
P11 Linear vs Shortcut: security architecture and rate limit benchmarks #1 (1) #2 (0.631) #3 (0.5) 25%
P12 What is the industry standard Issue Tracking & Product Planning Software for AI-native applications? #1 (1) #2 (0.631) #3 (0.5) 25%

Programmatic GEO Intelligence Hub (60+ Live Benchmarks)

Explore pre-computed category cSoV leaderboards, head-to-head brand citation audits, and technical llms.txt guides.

Browse All 60+ GEO Benchmarks →

Category cSoV Leaderboards

CRM & Revenue Operations 36.4% cSoV
AI Search Visibility Leaderboard: Enterprise & Startup CRM Software (2026)
Payment Infrastructure 42.8% cSoV
AI Search Visibility Leaderboard: Payment Gateways & Billing APIs (2026)
Cloud Databases 39.2% cSoV
AI Search Visibility Leaderboard: Serverless Postgres & Cloud Databases
Project Management 41% cSoV
AI Search Visibility Leaderboard: Issue Tracking & Product Management
Cloud Deployment 43.5% cSoV
AI Search Visibility Leaderboard: Frontend Cloud & PaaS Deployment
Knowledge Management 37.8% cSoV
AI Search Visibility Leaderboard: Connected Workspaces & Enterprise Wikis
Observability & APM 38.6% cSoV
AI Search Visibility Leaderboard: Cloud Observability, APM & Log Telemetry
Authentication & IAM 35.9% cSoV
AI Search Visibility Leaderboard: Authentication, Passkeys & Enterprise SSO
Vector Databases 34.7% cSoV
AI Search Visibility Leaderboard: Vector Databases & Hybrid RAG Storage
Email Delivery APIs 38.1% cSoV
AI Search Visibility Leaderboard: Transactional Email APIs for Developers

Head-to-Head Citation Audits

Payment Infrastructure 42.8% cSoV
Stripe vs Adyen: 2026 AI Search Citation & llms.txt Head-to-Head Audit
Issue Tracking & Agile 41% cSoV
Linear vs Jira: 2026 AI Search Citation & Developer Prompt Share Audit
Backend-as-a-Service 39.2% cSoV
Supabase vs Firebase: AI Answer Engine Visibility & pgvector Citation Audit
Frontend Cloud 43.5% cSoV
Vercel vs Netlify: ChatGPT Search & Perplexity Citation Share Audit
Enterprise Wiki 37.8% cSoV
Notion vs Confluence: Enterprise Knowledge Base AI Citation & Bot Audit
Product Analytics 39.4% cSoV
PostHog vs Amplitude: Product Analytics AI Search Citation Comparison
Authentication 35.9% cSoV
Clerk vs Auth0: Next.js & B2B SaaS Authentication AI Citation Audit
Email Delivery APIs 38.1% cSoV
Resend vs SendGrid: Developer Email API Citation Share-of-Voice Audit
Serverless Databases 34.8% cSoV
Neon vs PlanetScale: Serverless Database AI Search Citation & Schema Audit
Observability 38.6% cSoV
Datadog vs New Relic: Enterprise Observability AI Search Citation Audit

Technical GEO & llms.txt Playbooks

llms.txt Engineering 88% cSoV
How to Generate & Validate /llms.txt for B2B SaaS Websites (2026 Spec)
Perplexity GEO 89% cSoV
Perplexity Citation Ranking Factors 2026: Empirical Analysis of 50,000 RAG Answers
AI Crawler Governance 90% cSoV
ChatGPT Search & OAI-SearchBot robots.txt Configuration Guide
JSON-LD Knowledge Graphs 91% cSoV
Compiling Type-Safe JSON-LD Entity Graphs with schema-dts for AI Search
llms-full.txt Architecture 92% cSoV
Architecting /llms-full.txt for Single-Fetch Deep Research Agent Ingestion
Gemini Grounding 93% cSoV
Optimizing Technical Docs for Google AI Overviews & Gemini Search Grounding
Claude Search Optimization 94% cSoV
How Claude Search & ClaudeBot Evaluate Technical Documentation Authority
Entity Disambiguation 95% cSoV
Wikidata & sameAs Entity Disambiguation: Eliminating Brand Hallucinations
DOM Signal Engineering 96% cSoV
Token-to-HTML Signal Ratio: Why Bloated DOMs Get Dropped by AI Crawlers
Content Architecture 97% cSoV
Answer-First H2 Formatting: Capturing the 45-Word RAG Extraction Window

Continuous 50-Prompt Radar & Automated GitHub PR Sync

Built for VPs of Marketing, SEO Directors, and Growth Engineering teams. Ship a verified /llms.txt and schema-dts JSON-LD graph today, backed by our 30-day Citation Lift Guarantee.

One-Time Complete GEO Audit Pack ONE-TIME PACK
$49 USD flat

Complete 50-prompt category benchmark, full site crawl (up to 250 URLs), and production-ready /llms.txt + /llms-full.txt + JSON-LD bundle.

  • ✓ 50 Buyer-Intent Prompts across 4 AI Answer Engines
  • ✓ Compiled /llms.txt & /llms-full.txt up to 250 pages
  • ✓ Validated schema-dts Organization + Product + FAQPage JSON-LD
  • ✓ 30-Day Money-Back Citation Lift Guarantee
Pro Continuous Radar & Auto-PR Bot MOST POPULAR
$99 / month

Automated weekly citation tracking across ChatGPT, Perplexity & Gemini plus a GitHub App that opens PRs whenever your docs or pricing change.

  • ✓ Everything in One-Time Audit + Weekly 50-Prompt Tracking
  • ✓ Automated GitHub PR Bot syncing /llms.txt on every deploy
  • ✓ Competitor Citation Hijack Alerts in Slack & Linear
  • ✓ Google Search Console + AI Referral Attribution Dashboard
Instant Self-Serve Fulfillment • 30-Day Guarantee

Export Your Production /llms-full.txt, JSON-LD Graph & 50-Prompt Matrix

Most Popular: $1.99 Single-Audit Pass (One-Time)
COMPLETE 50-PROMPT GEO PACK
$49

Full 50-Prompt Competitor Citation Steal Matrix, Answer-First H2 copy rewrites, and ready-to-merge GitHub PR patch.

AGENCY CONTINUOUS RADAR
$99

Weekly automated cSoV tracking across Perplexity Pro, ChatGPT Search & Gemini Overviews for up to 10 client domains.

Why Growth & SEO Teams Choose CitationForge Over Legacy Suites

Capability CitationForge Legacy $299/mo SEO Suites Manual Prompt Checking
AI Search Citation Scoring ✓ Weighted 25-Prompt cSoV + Bot Audit in <15ms Traditional Blue-Link Keyword Rank Only Hours of Manual Copy-Pasting in ChatGPT
Production Deliverable ✓ Auto-Compiled /llms-full.txt + JSON-LD @graph Generic Site-Crawl Warnings Without Code Hand-Written Markdown Prone to Schema Errors
Pricing & Access ✓ $1.99 Single-Domain Export or $49 Full Pack $299–$499/mo Annual Contract Lock-In High Engineering Opportunity Cost
✦ Competitor Prompt Steal Matrix — Channel & Protocol Benchmarks
Perplexity Pro Insight: Rank #1 Citation requires Answer-First 48-word H2 block + /llms-full.txt
Export 25-Prompt .CSVDownload /llms-bundle.txtAudit Reminder (.ICS)
Need the full unblurred production deliverable & multi-row exports? Unlock the Single-Audit Export Pass ($1.99) — one-time payment, no subscription.
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