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
AI Crawler Governance & Remediation Matrix
Live /robots.txt permissions & schema gaps for linear.app
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.
Incomplete JSON-LD @graph & Wikidata sameAs Disambiguation
Add the compiled Organization + SoftwareApplication + FAQPage JSON-LD graph to eliminate model hallucinations.
Category Citation Share-of-Voice (cSoV) Leaderboard
| Rank | Brand | Domain | Weighted 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.
| ID | High-Intent Buyer Prompt | Perplexity Pro | ChatGPT Search | Gemini Overviews | Prompt 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.
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
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
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
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