Sample Report · Raycast.com

A real audit.
Real data.

This is an actual AEO audit run on raycast.com — 92 queries across 4 AI engines. Every section, score, and verbatim response below is real data, not a mockup.

Brand analyzed
Raycast
URL
www.raycast.com
Date
March 4, 2026
Queries run
92 (23 × 4 engines)
Overall AEO Score
65.2 / 100
Achievable score
81.0 / 100
report_www_raycast_com_AEO-20260304.html · Algotraction AEO Audit
AI Engine Optimization · Full Audit
Raycast
AI Visibility
Audit
✗ Invisible on 3 engines ✓ Content 100% ⚠ 5 immediate fixes
92 queries · ChatGPT · Perplexity · Gemini · Claude
March 4, 2026 · Report ID: AEO-20260304-1337
Overall AEO Score
65.2
/ 100 · B — Good
After optimization
81.0
+15.8 pts · A — Excellent
Engine Visibility
ChatGPT✓ 61%
Perplexity✗ 0%
Gemini✗ 0%
Claude✗ 0%
01 Immediate Actions
02 Score Overview
03 Competitive Map
04 Engine Analysis
05 Brand Perception
06 AI Response Logs
07 API Signals
08 Full Checklist
01 / Immediate Actions 2 Critical · 3 High
Top 5 Actions — Highest ROI
Completing these 5 items moves score 65.2 → 74.0
01
Define service scope clearly on key pages
+5.0 pts
Critical
02
Deploy llms.txt to site root
+3.8 pts
Critical
03
Add sameAs links to Organization Schema
+3.3 pts
High
04
Implement FAQPage schema markup
+2.5 pts
High
05
Set canonical URLs sitewide
+1.2 pts
Medium
04 / Engine Analysis API measurement · reproducible
Per-Engine Visibility Breakdown
ChatGPT
32.9
61% mention · #1 in 26%
Perplexity
15.0
0% mention rate
Gemini
15.0
0% mention rate
Claude
15.0
0% mention rate
06 / AI Response Logs Verbatim · unedited · API output
Sample Response — ChatGPT
ChatGPT (GPT-4o) ✓ MENTIONED
"What is Raycast and what do they do?"
Raycast is a productivity tool designed primarily for macOS users that functions as a powerful application launcher and workflow enhancer. It allows users to quickly access applications, files, and various system commands through a simple keyboard interface. Think of it as a more advanced and customizable version of Apple's Spotlight...
Sentiment: Neutral · Position #1 · Category: brand_general · 1,303 chars
⚠ Not mentioned in "Best productivity software" category queries — AI categorizes Raycast as macOS-specific, not general productivity
08 / Full Checklist 36 items · 19 auto · 17 manual
36-Item AEO Audit
✗llms.txt present +3.8 pts
✓Organization schema markup Critical ×3
✗FAQ schema markup +2.5 pts
✓Robots.txt allows AI crawlers
✗sameAs schema links +3.3 pts
✗Service scope clearly described +5.0 pts
✓Social profiles match brand name
?Media / press coverage +4.1 pts
Showing 8 of 36 items · Click any ✗ item to expand fix guide
Report Structure

All 8 sections
explained

01
Immediate Actions
Top 5 fixes ranked by score impact. Each shows exact steps, estimated time (most are under 2 hours at $0), and expected score gain. Start here — this section alone is worth the report price.
02
Score Overview + Simulator
Current score breakdown across 4 weighted categories. Interactive simulator: see projected score after Critical fixes (→74.0) and full optimization (→81.0). Visual progress bars.
03
Competitive Brand Map
Every brand mentioned in AI responses to your category queries. Threat level rated High / Medium / Low. Bar chart of mention frequency. Raycast vs. Alfred — the kind of insight you can't get anywhere else.
04
Per-Engine Analysis
Individual deep-dive for ChatGPT, Perplexity, Gemini, and Claude. Mention rate, average position, #1 rate, diagnostic explanation of why each engine does or doesn't know you.
05
Brand Perception
Keywords AI engines use to describe your brand. Positive vs. neutral vs. missing. If AI calls you something you're not — you see it here and can fix the source copy.
06
AI Response Logs
Raw, unedited responses from all 4 engines. Brand mentions highlighted. Full text expandable. This is what your potential customers are actually receiving when they ask AI about you.
07
API Signal Metadata
Exclusive API-layer data: Perplexity citation domains, Gemini's live Google queries, OpenAI logprobs, Claude stop_reason. Not visible in any consumer interface.
08
Full 36-Item Checklist
Technical + Content + Entity + Authority. Pass / Fail / Manual review. Each failing item has an expandable fix guide. The complete reference document — print it and hand it to your dev team.
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