seafoodai.com
Comparing v3 vs v4
Mar 10, 2026 → Mar 30, 2026
32
/ 100
→
+739
/ 100
#
Criterion
v3
Status
v4
Status
Delta
1
llms.txt File
0/10
MISSING
0/10
MISSING
0
2
Schema.org Structured Data
0/10
MISSING
0/10
MISSING
0
3
Q&A Content Format
1/10
NEARLY EMPTY
0/10
MISSING
-1
4
Clean, Crawlable HTML
4/10
PARTIAL
4/10
PARTIAL
0
5
Entity Authority & NAP Consistency
4/10
PARTIAL
4/10
PARTIAL
0
6
robots.txt for AI Crawlers
2/10
POOR
2/10
POOR
0
7
Comprehensive FAQ Section
0/10
MISSING
0/10
MISSING
0
8
Original Data & Expert Analysis
1/10
NEARLY EMPTY
1/10
NEARLY EMPTY
0
9
Internal Linking Structure
10/10
STRONG
9/10
STRONG
-1
10
Semantic HTML5 & Accessibility
4/10
PARTIAL
4/10
PARTIAL
0
11
Content Freshness Signals
2/10
POOR
2/10
POOR
0
12
Sitemap Completeness
0/10
MISSING
0/10
MISSING
0
13
RSS/Atom Feed
10/10
STRONG
10/10
STRONG
0
14
Table & List Extractability
3/10
WEAK
3/10
WEAK
0
15
Definition Patterns
0/10
MISSING
5/10
PARTIAL
+5
16
Direct Answer Paragraphs
3/10
WEAK
3/10
WEAK
0
17
Content Licensing & AI Permissions
0/10
MISSING
0/10
MISSING
0
18
Author & Expert Schema
2/10
POOR
0/10
MISSING
-2
19
Fact & Data Density
8/10
STRONG
6/10
MODERATE
-2
20
Canonical URL Strategy
10/10
STRONG
10/10
STRONG
0
21
Content Publishing Velocity
0/10
MISSING
0/10
MISSING
0
22
Schema Coverage & Depth
0/10
MISSING
0/10
MISSING
0
23
Speakable Schema
0/10
MISSING
0/10
MISSING
0
24
Query-Answer Alignment
5/10
PARTIAL
5/10
PARTIAL
0
25
Content Cannibalization
5/10
PARTIAL
5/10
PARTIAL
0
26
Visible Date Signal
0/10
MISSING
0/10
MISSING
0
27
Topic Coherence
5/10
PARTIAL
5/10
PARTIAL
0
28
Content Depth
3/10
WEAK
3/10
WEAK
0
29
Helpful Purpose Alignment
--
N/A
7/10
GOOD
+7
30
First-Hand Experience Signals
--
N/A
5/10
PARTIAL
+5
31
Creator Transparency
--
N/A
3/10
WEAK
+3
32
Methodology Transparency
--
N/A
4/10
PARTIAL
+4
33
Citation-Ready Writing Quality
--
N/A
0/10
MISSING
0
34
Answer-First Placement
--
N/A
10/10
STRONG
+10
35
Evidence Packaging
--
N/A
0/10
MISSING
0
36
Entity Disambiguation
--
N/A
4/10
PARTIAL
+4
37
Extraction Friction Score
--
N/A
6/10
MODERATE
+6
38
Image Context for AI
--
N/A
1/10
NEARLY EMPTY
+1
39
Duplicate Content Blocks
--
N/A
10/10
STRONG
+10
40
Cross-Page Duplicate Content
--
N/A
5/10
PARTIAL
+5
41
Internationalization Signals
--
N/A
3/10
WEAK
+3
42
Page Speed: Server Response
--
N/A
7/10
GOOD
+7
43
Page Speed: Load Blockers
--
N/A
3/10
WEAK
+3
44
Page Speed: Page Size
--
N/A
6/10
MODERATE
+6
45
Answer Capsule Pattern
--
N/A
5/10
PARTIAL
+5
46
Entity Density
--
N/A
3/10
WEAK
+3
47
Owned Data Density
--
N/A
0/10
MISSING
0
48
Sentence Atomicity
--
N/A
3/10
WEAK
+3
Opportunities
10
v3
10
v4
Added in v4
+ Increase Entity Density
+ Improve Citation-Ready Writing
+ Add Structured Tables & Lists
+ Package Evidence for AI
Removed since v3
- Add Content Freshness Signals
- Strengthen Entity Authority (NAP)
- Add Schema.org Structured Data
- Improve Question-Answer Alignment
Findings Summary
Criterion
v3 Findings
v4 Findings
Delta
llms.txt File
2
2
0
Schema.org Structured Data
2
2
0
Q&A Content Format
3
3
0
Clean, Crawlable HTML
5
5
0
Entity Authority & NAP Consistency
3
3
0
robots.txt for AI Crawlers
2
2
0
Comprehensive FAQ Section
3
3
0
Original Data & Expert Analysis
4
4
0
Internal Linking Structure
5
5
0
Semantic HTML5 & Accessibility
6
6
0
Content Freshness Signals
4
4
0
Sitemap Completeness
2
2
0
RSS/Atom Feed
3
3
0
Table & List Extractability
5
5
0
Definition Patterns
4
4
0
Direct Answer Paragraphs
3
3
0
Content Licensing & AI Permissions
4
4
0
Author & Expert Schema
5
5
0
Fact & Data Density
4
4
0
Canonical URL Strategy
4
4
0
Content Publishing Velocity
2
2
0
Schema Coverage & Depth
2
2
0
Speakable Schema
2
2
0
Query-Answer Alignment
2
2
0
Content Cannibalization
2
2
0
Visible Date Signal
2
2
0
Topic Coherence
2
2
0
Content Depth
2
2
0
Helpful Purpose Alignment
--
2
--
First-Hand Experience Signals
--
2
--
Creator Transparency
--
2
--
Methodology Transparency
--
2
--
Citation-Ready Writing Quality
--
2
--
Answer-First Placement
--
3
--
Evidence Packaging
--
3
--
Entity Disambiguation
--
3
--
Extraction Friction Score
--
3
--
Image Context for AI
--
3
--
Duplicate Content Blocks
--
2
--
Cross-Page Duplicate Content
--
2
--
Internationalization Signals
--
2
--
Page Speed: Server Response
--
2
--
Page Speed: Load Blockers
--
4
--
Page Speed: Page Size
--
2
--
Answer Capsule Pattern
--
2
--
Entity Density
--
2
--
Owned Data Density
--
2
--
Sentence Atomicity
--
2
--