What is AEO (AI Engine Optimization)?

AEO is the practice of structuring your website so AI answer engines - ChatGPT, Perplexity, Google AI Overviews, Claude - can find, understand, and cite it. SEO gets you ranked in search results. AEO gets you into AI-generated answers. Different game, different rules.

Is AEO only relevant for large businesses?

Not at all. Small businesses, local providers, niche e-commerce stores, solo consultants - they all benefit from AI visibility. We've seen smaller sites with well-structured content outperform larger competitors who haven't optimized for AI engines. Size matters less than structure.

Can AEO help with voice search and smart assistants?

Yes. Siri, Alexa, and Google Assistant increasingly pull AI-generated answers from web content. The same structured data, Q&A formatting, and entity authority that drive AEO also make your content the go-to source for voice search answers.

What is the difference between AI visibility and AI readiness?

Readiness is your technical foundation - whether your site has the right schema, llms.txt, clean HTML, and entity signals in place. Visibility is real-world performance - whether AI engines actually cite you when users ask relevant questions. You need readiness first, then visibility follows. Our audit measures readiness; our visibility analysis measures actual citation rates.

What does the free AEO audit include?

The free audit analyzes your website across 48 criteria that determine AI visibility, including llms.txt, Schema.org structured data, Q&A content format, clean crawlable HTML, entity authority, robots.txt AI policy, FAQ sections, original data, content freshness, fact density, canonical URLs, and more. You get a score out of 100 with specific findings and actionable recommendations.

parsewise.ai - AEO Audit Report | 44/100

SPRING 2025 parsewise.ai

Weak AI visibility with 21 of 48 criteria passing. Biggest gap: schema.org structured data.

Developer Tools & Infrastructure AI & ML Platforms

Scoring Methodology

How Your AEO Site Rank Is Calculated

A weighted average of 48 deterministic criteria. Each scored 0-10, each with a specific weight. No AI judgment calls - every point is traceable.

Weak visibilityOut of 100 possible points

The Formula

Score = sum(criterion_score / 10 * weight * 100) / sum(weights)

Each criterion is scored 0-10 by deterministic checks, multiplied by its weight, and summed to produce a 0-100 overall score.

Your Score Breakdown

Content9 criteria

Q&A Content Format15%0/10+0.0

FAQ Sections10%0/10+0.0

Original Data10%5/10+5.0

Content Freshness7%2/10+1.4

Direct Answer Paragraphs7%3/10+2.1

Fact & Data Density5%10/10+5.0

Definition Patterns4%7/10+2.8

Query-Answer Alignment8%5/10+4.0

Content Cannibalization5%6/10+3.0

Subtotal71%+23.3

Structure5 criteria

Schema.org JSON-LD15%0/10+0.0

Clean, Crawlable HTML10%7/10+7.0

Semantic HTML55%6/10+3.0

Table & List Extractability7%3/10+2.1

Schema Coverage3%0/10+0.0

Subtotal40%+12.1

Discovery5 criteria

llms.txt10%10/10+10.0

robots.txt for AI5%5/10+2.5

Internal Linking10%5/10+5.0

Sitemap Completeness5%6/10+3.0

RSS/Atom Feed3%0/10+0.0

Subtotal33%+20.5

Trust Signals6 criteria

Entity Authority10%6/10+6.0

Content Licensing4%0/10+0.0

Author & Expert Schema4%2/10+0.8

Canonical URL4%10/10+4.0

Content Velocity3%2/10+0.6

Visible Date Signals4%0/10+0.0

Subtotal29%+11.4

Overall Score100%44/100

Score Ranges

86-100AI-first content architecture

71-85Strong AI visibility

56-70Moderate visibility

41-55Weak visibility

26-40Minimal visibility

0-25Not on the radar

Key Points

Topic Coherence carries the highest weight at 14%, followed by Original Data at 10%, across 48 total criteria.

No HTTPS means Clean HTML is capped at 3/10, costing approximately 3-4 overall points.

Every criterion uses deterministic checks. Same site, same audit, same score - every time.

Read full scoring methodology →

↓1 since v1

Citation Avg

Coherence gate active - score capped at 55

Answer Readiness

~40% weight

5/10

Content Structure

~25% weight

4/10

Trust & Authority

~15% weight

3/10

Technical Foundation

~10% weight

4/10

AI Discovery

~10% weight

4/10

Verdict

Critical AEO gaps at 44/100 - parsewise.ai is largely invisible to AI engines. Key strengths include llms.txt File, Fact & Data Density, and Canonical URL Strategy. Priority gaps: Schema.org Structured Data, Q&A Content Format, and Comprehensive FAQ Section. Topic coherence is 4/10, which caps the overall score at 55. Focusing content on core expertise areas is the single highest-impact improvement.

Top priorities

Schema.org Structured DataTrust+10 pts

Q&A Content FormatStructure+10 pts

Comprehensive FAQ SectionStructure+10 pts

#8476of 13362

#1494of 2337 in Developer Tools & Infrastructure

Ahead of you

compyle.ai44

beyondreachlabs.com44

View full rankings →

View improvement plan

How to Improve

Current

44/100

Projected

78/100

41Total Fixes

10Quick Wins

~102hEst. Effort

Quick Wins

Create /llms.txt fileConfigure robots.txt for AI crawlersLink orphan pages into site navigationAdd ai.txt and content licensingAdd visible date signalsFocus blog content on core expertiseImprove citation-ready writing qualityPackage evidence for AI enginesReduce extraction frictionImprove server response efficiency

Fix

Impact

Effort

Create /llms.txt file

Add a machine-readable llms.txt file at your domain root that describes your site, services, and key pages for AI engines.

critical

low

Create /llms.txt file

critical|low

Add llms-full.txt with extended content

Create a comprehensive llms-full.txt with detailed page descriptions, content summaries, and topic taxonomy.

medium

low

Add llms-full.txt with extended content

medium|low

Reduce document weight

Trim oversized HTML, excessive DOM nodes, and large inline payloads that slow AI crawlers.

critical

medium

Reduce document weight

critical|medium

Fix HTML structure and meta tags

Ensure clean, well-structured HTML with proper meta tags, HTTPS, and parseable content for AI crawlers.

medium

low

Fix HTML structure and meta tags

medium|low

Configure robots.txt for AI crawlers

Update robots.txt to explicitly allow AI crawlers and include sitemap directive.

high

trivial

Configure robots.txt for AI crawlers

high|trivial

Unlock Full Improvement Plan

Top Opportunities10

Unlock Opportunities

Fix It With AI41

Unlock AI Fix Prompts

41 copy-paste prompts ready - sign in to access.

Score Breakdown

Criteria

Status

Potential

Score

Schema.org Structured Data

critical+10 pts0/10

Q&A Content Format

critical+10 pts0/10

Comprehensive FAQ Section

critical+10 pts0/10

RSS/Atom Feed

critical+10 pts0/10

Content Licensing & AI Permissions

critical+10 pts0/10

Schema Coverage & Depth

critical+10 pts0/10

Speakable Schema

critical+10 pts0/10

Visible Date Signal

critical+10 pts0/10

Content Depth

critical+10 pts0/10

Entity Disambiguation

critical+10 pts0/10

Unlock Full Audit Report

See all 48 criteria with detailed findings and actionable fix recommendations.

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Site Pages

URLCitationSiteIn-linksCategoryIssuesWords

www.parsewise.ai/software-3.0Parsewise

F34

content

1,394

www.parsewise.ai/software-3.0F34

Parsewise

Changes since v1Last audited 30 days ago

→

-1

View full comparison →

Criterion

Delta

llms.txt File

0/10

10/10

+10

Q&A Content Format

1/10

0/10

-1

Query-Answer Alignment

0/10

5/10

Content Cannibalization

10/10

6/10

-4

Topic Coherence

5/10

4/10

-1

Content Depth

2/10

0/10

-2

Citation-Ready Writing Quality

5/10

3/10

-2

Evidence Packaging

4/10

7/10

Entity Disambiguation

1/10

0/10

-1

Extraction Friction Score

5/10

3/10

-2

Answer Capsule Pattern

2/10

4/10

Owned Data Density

4/10

0/10

-4

Add Owned Data SignalsAdd Entity DisambiguationImprove Citation-Ready WritingImprove Question-Answer AlignmentAdd Answer Capsule PatternsAdd Content Freshness Signals

Improve Your Score

Guides for the criteria with the most room for improvement

Criteria0/10

Schema.org JSON-LD: The Scoreboard AI Actually Reads

Tidio runs 4 JSON-LD schema types. Crisp runs zero. That's not a coincidence -it's the difference between a 63 and a 34. Structured data is the machine-readable layer AI trusts most.

Intermediate·8 min readRead guide →

Criteria0/10

Q&A Content Format: Write Like AI Reads

AI assistants are question-answering machines. When your content is already shaped as questions and answers, you're handing AI a pre-formatted citation. Sites that do this right get extracted -sites that don't get skipped.

Beginner·8 min readRead guide →

Criteria0/10

FAQ Sections: 87 Questions Turned Our Score Into 88

Our site runs 87 FAQ items across 9 categories with FAQPage schema on every one. That's not excessive -it's how we hit 88/100. Each Q&A pair is a citation opportunity AI can extract in seconds.

Intermediate·8 min readRead guide →

Criteria0/10

RSS Feed Presence & Quality

Sitemaps tell crawlers what exists. RSS feeds tell them what changed. If you don't have one, your new content waits days -or weeks -to be discovered.

Beginner·3 min readRead guide →