66
Score
Grade: C·Apr 20, 2026

SaaSPathway Smart Savings for Founders - saaspathway.com

https://saaspathway.com/
Live AI Citation Test — locked

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5 real prompts against ChatGPT, Perplexity, Claude, and Gemini to see if saaspathway.com actually gets cited.

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AEO Content

7 signals52/100
Direct-Answer Block
40/100

First paragraph is 23 words.

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+4.8 pts
FAQPage Schema
20/100

No FAQPage schema found.

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+6.4 pts
Heading Hierarchy
85/100

Good structure: 1 H1, 19 H2s, 2 H3s.

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+0.7 pts
Question-Format Headings
25/100

0 of 21 headings are in question form (0%). — LLMs rarely cite pages with no question-format headings.

Fix available
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+3.6 pts
Structured Data Coverage
75/100

Found schema types: WebPage, ImageObject, BreadcrumbList, WebSite, Organization.

Fix available
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+1.2 pts
Citation-Worthy Facts
90/100

Found 43 specific facts (numbers, dollar amounts, years, percentages) across 1174 words.

Content Depth
55/100

Page is 1174 words across 19 subsections.

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+2.2 pts

AI Bot Access

4 signals80/100
GPTBot (OpenAI)
100/100

GPTBot is allowed to crawl.

ClaudeBot (Anthropic)
100/100

ClaudeBot is allowed to crawl.

PerplexityBot
100/100

PerplexityBot is allowed to crawl.

llms.txt File
20/100

No /llms.txt file found.

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+4 pts

Schema Completeness

4 signals63/100
Organization Schema
100/100

Organization schema detected — your brand entity is clear to LLMs.

Article/BlogPosting Schema
25/100

No Article/BlogPosting schema detected.

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+3.8 pts
Breadcrumb Schema
100/100

BreadcrumbList schema detected — helps LLMs understand site hierarchy.

Author/Person Schema (E-E-A-T)
25/100

No author attribution detected.

Fix available
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+3.8 pts

Technical Foundation

5 signals81/100
Title Length
95/100

Title is 56 characters: "SaaSPathway Smart Savings for Founders - saaspathway.com"

Meta Description
10/100

No meta description found.

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+3.6 pts
Open Graph Tags
100/100

3 of 3 core Open Graph tags (og:title, og:description, og:image) present.

Canonical URL
100/100

Canonical URL matches page URL.

Mobile Viewport
100/100

Responsive viewport meta tag present.

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