B2B SaaS

northwind-analytics.example

High technical crawlability, but thin buyer evidence and unstated facts create answering doubt.

Points Earned
63
29 lost 8 blocked
Possible range: 63–71 points

30 AEO Readiness Checks Breakdown

Retrieval Eligibility & Access

26 earned / 30 possible · 2 blocked
1.1

Indexability controls

Passed 6 / 6 pts

No restricting X-Robots-Tag or meta robots directives found; indexation allowed.

Evidence: HTTP 200 OK · meta robots: index, follow
1.2

Snippet restrictions

Passed 5 / 5 pts

Directives permit AI engines and search crawlers to display full excerpts and previews.

Evidence: No nosnippet or max-snippet restrictions detected
1.3

Search-crawler access evidence

Partial 5 / 8 pts

Route allows GPTBot, ClaudeBot, and PerplexityBot. 2 points blocked: external verified vendor access log evidence was unavailable.

Evidence: robots.txt explicitly allows major AI crawler user-agents · Scanner retrieved route directly without block
1.4

Raw/server-readable content

Passed 4 / 4 pts

Substantive page copy is present in the initial server-rendered HTML response.

Evidence: Server response contains 1,840 words of readable semantic HTML text
1.5

Challenge interference

Passed 3 / 3 pts

No interstitial security challenges or CAPTCHA barriers observed.

Evidence: Clean HTTP 200 response with no challenge headers
1.6

Internal discovery paths

Partial 1 / 2 pts

Only partial internal crawl paths. Sibling feature pages are referenced via JS-rendered dropdowns rather than static href anchors.

Evidence: 12 static href links found; product sub-features use client routing triggers
1.7

Canonical identity consistency

Passed 2 / 2 pts

Canonical link element matches the requested page URL exactly.

Evidence: <link rel='canonical' href='https://northwind-analytics.example/platform'>

Buyer Information & Evidence Quality

14 earned / 30 possible
2.1

Task coverage

Partial 4 / 10 pts

The page highlights marketing value props but misses core buyer task questions: integration prerequisites, data export formats, and latency SLA commitments.

Evidence: Task 'Data ingestion setup' addressed at high level · Task 'Security & SOC2 compliance' mentioned without documentation links · Task 'Export formats and API limits' not addressed on this page
2.2

Explicit facts

Partial 2 / 5 pts

Only 2 of 5 benchmark buyer facts were clearly stated with exact numbers.

Evidence: Found: 'Processes up to 10M events/day' · Found: '99.9% uptime target' · Missing: Pricing tier details, implementation timeframe, and supported database drivers.
2.3

First-party evidence

Partial 3 / 6 pts

Customer testimonials lack verifiable company names and verifiable outcome metrics.

Evidence: Quote attributed to 'VP of Eng at Fortune 500 company' — unverified anonymous attribution
2.4

Claim/support connection

Partial 2 / 4 pts

Claims of '3x faster insights' appear without reference to the underlying study methodology.

Evidence: Headline claim '3x faster insights' has no footnote or benchmark citation
2.5

Freshness/version context

Partial 1 / 2 pts

Page includes copyright year but lacks a last-updated or release version timestamp.

Evidence: Copyright 2026 present; no dateModified metadata
2.6

Useful structure

Partial 2 / 3 pts

Features are organized under headings, but lack comparison tables or summary key-value lists.

Evidence: Headings present; no structured tables or definition lists

Entity, Brand & Trust Consistency

9 earned / 20 possible · 5 blocked
3.1

Identity clarity

Partial 4 / 5 pts

Organization name is clear, but headquarters address and legal entity registration are omitted on this route.

Evidence: Brand name 'Northwind Analytics' consistently present; legal entity details absent
3.2

Cross-page consistency

Blocked 0 / 5 pts

5 points blocked: Scanner encountered rate limiting while attempting to retrieve linked sibling pages.

3.4

Expertise/accountability evidence

Partial 2 / 5 pts

Content is published anonymously under the brand name without author or subject-matter expert attribution.

Evidence: No author bio or technical review bylines identified
3.5

Provider/contact transparency

Partial 2 / 3 pts

Contact form is available, but direct corporate email and telephone contacts are missing.

Evidence: Web form detected; direct email and phone numbers absent
3.6

Appropriate authorship/ownership

Partial 1 / 2 pts

Organizational ownership is implied by domain name but lacks copyright entity registration statement.

Evidence: Generic copyright notice without registered company identifier

Machine Comprehension

6 earned / 10 possible
4.1

Accurate machine-readable representation

Partial 1 / 3 pts

SoftwareApplication JSON-LD schema is present but omits pricing, supported platforms, and feature details.

Evidence: JSON-LD SoftwareApplication found with name and url only
4.2

Document structure

Passed 2 / 2 pts

Logical heading hierarchy (H1 -> H2 -> H3) without skipped levels.

Evidence: Single H1 followed by four clean H2 sections and subordinate H3s
4.3

Entity/value relationships

Partial 1 / 2 pts

Feature metrics are placed inside decorative marketing widgets rather than structured definition lists.

Evidence: Stat counters lack clear dt/dd semantic HTML binding
4.4

Stable addressability

Passed 1 / 1 pts

All major page sections carry stable HTML id attributes for deep linking.

Evidence: Sections have id='features', id='integrations', id='pricing'
4.5

Metadata consistency

Failed 0 / 1 pts

Meta description describes legacy version 2.0 features not present on the live 3.0 page.

Evidence: Meta description mentions 'Batch processing' which was removed from main content
4.6

Local context

Passed 1 / 1 pts

Technical terms and metrics are accompanied by immediate clarifying definitions.

Evidence: Acronyms like ETL and API are defined upon first occurrence

Technical Delivery & Usability

8 earned / 10 possible · 1 blocked
5.1

HTTP integrity

Passed 2 / 2 pts

Returns clean HTTP 200 with text/html content-type and UTF-8 charset.

Evidence: Status: 200 OK · Content-Type: text/html; charset=utf-8
5.2

Origin response performance

Passed 2 / 2 pts

Origin TTFB measured at 380 ms (well within the ≤ 1 s high-performance band).

Evidence: TTFB: 380 ms
5.3

Rendered availability

Passed 2 / 2 pts

Content renders completely in modern headless browsers without flash of unstyled content.

Evidence: Rendered DOM contains 100% of body text within 1.2 s
5.4

Mobile readability

Passed 1 / 1 pts

Responsive viewport configured properly; typography meets mobile legibility standards.

Evidence: meta viewport width=device-width, initial-scale=1.0
5.5

Interaction clarity

Partial 1 / 2 pts

Primary CTA is clear ('Start Free Trial'), but secondary links use ambiguous labels ('Learn More').

Evidence: Three generic 'Learn More' links detected
5.6

Appropriate next-step path

Blocked 0 / 1 pts

1 point blocked: Next-step interactive modal requires user authentication before destination route can be verified.

Why AEO Readiness Matters

94%
94% of B2B buyers use AI
of B2B buyers now use AI tools during their evaluation and buying process.
89%
89% of brands are invisible
of brands never surface when buyers ask unbranded, category-level questions in generative search engines.
1st Page
Zero-click decisions
AI answers synthesize the web directly in the summary, so only crawlable, structured facts make the cut.