foreverlabs.com
Comparing v6 vs v7
Mar 30, 2026 → Mar 31, 2026
59
/ 100
→
-158
/ 100
#
Criterion
v6
Status
v7
Status
Delta
1
llms.txt File
10/10
STRONG
10/10
STRONG
0
2
Schema.org Structured Data
10/10
STRONG
10/10
STRONG
0
3
Q&A Content Format
5/10
PARTIAL
8/10
STRONG
+3
4
Clean, Crawlable HTML
9/10
STRONG
9/10
STRONG
0
5
Entity Authority & NAP Consistency
8/10
STRONG
8/10
STRONG
0
6
robots.txt for AI Crawlers
10/10
STRONG
10/10
STRONG
0
7
Comprehensive FAQ Section
6/10
MODERATE
6/10
MODERATE
0
8
Original Data & Expert Analysis
8/10
STRONG
7/10
GOOD
-1
9
Internal Linking Structure
8/10
STRONG
8/10
STRONG
0
10
Semantic HTML5 & Accessibility
9/10
STRONG
10/10
STRONG
+1
11
Content Freshness Signals
2/10
POOR
0/10
MISSING
-2
12
Sitemap Completeness
8/10
STRONG
9/10
STRONG
+1
13
RSS/Atom Feed
0/10
MISSING
0/10
MISSING
0
14
Table & List Extractability
5/10
PARTIAL
5/10
PARTIAL
0
15
Definition Patterns
5/10
PARTIAL
7/10
GOOD
+2
16
Direct Answer Paragraphs
10/10
STRONG
8/10
STRONG
-2
17
Content Licensing & AI Permissions
2/10
POOR
2/10
POOR
0
18
Author & Expert Schema
8/10
STRONG
10/10
STRONG
+2
19
Fact & Data Density
6/10
MODERATE
10/10
STRONG
+4
20
Canonical URL Strategy
10/10
STRONG
10/10
STRONG
0
21
Content Publishing Velocity
3/10
WEAK
7/10
GOOD
+4
22
Schema Coverage & Depth
10/10
STRONG
10/10
STRONG
0
23
Speakable Schema
0/10
MISSING
0/10
MISSING
0
24
Query-Answer Alignment
7/10
GOOD
7/10
GOOD
0
25
Content Cannibalization
3/10
WEAK
5/10
PARTIAL
+2
26
Visible Date Signal
9/10
STRONG
10/10
STRONG
+1
27
Topic Coherence
5/10
PARTIAL
6/10
MODERATE
+1
28
Content Depth
3/10
WEAK
8/10
STRONG
+5
29
Helpful Purpose Alignment
6/10
MODERATE
7/10
GOOD
+1
30
First-Hand Experience Signals
3/10
WEAK
2/10
POOR
-1
31
Creator Transparency
5/10
PARTIAL
4/10
PARTIAL
-1
32
Methodology Transparency
2/10
POOR
3/10
WEAK
+1
33
Citation-Ready Writing Quality
4/10
PARTIAL
6/10
MODERATE
+2
34
Answer-First Placement
7/10
GOOD
5/10
PARTIAL
-2
35
Evidence Packaging
6/10
MODERATE
7/10
GOOD
+1
36
Entity Disambiguation
2/10
POOR
6/10
MODERATE
+4
37
Extraction Friction Score
4/10
PARTIAL
6/10
MODERATE
+2
38
Image Context for AI
1/10
NEARLY EMPTY
2/10
POOR
+1
39
Duplicate Content Blocks
10/10
STRONG
9/10
STRONG
-1
40
Cross-Page Duplicate Content
7/10
GOOD
5/10
PARTIAL
-2
41
Internationalization Signals
3/10
WEAK
3/10
WEAK
0
42
Page Speed: Server Response
5/10
PARTIAL
4/10
PARTIAL
-1
43
Page Speed: Load Blockers
8/10
STRONG
8/10
STRONG
0
44
Page Speed: Page Size
8/10
STRONG
6/10
MODERATE
-2
45
Answer Capsule Pattern
4/10
PARTIAL
2/10
POOR
-2
46
Entity Density
10/10
STRONG
10/10
STRONG
0
47
Owned Data Density
0/10
MISSING
6/10
MODERATE
+6
48
Sentence Atomicity
4/10
PARTIAL
4/10
PARTIAL
0
Opportunities
10
v6
10
v7
Added in v7
+ Add Original Data & Case Studies
+ Add First-Hand Experience Signals
+ Eliminate Cross-Page Duplicate Content
+ Improve Sentence Atomicity
+ Add Answer-First Placement
Removed since v6
- Increase Content Depth
- Add Owned Data Signals
- Increase Fact & Data Density
- Add Entity Disambiguation
- Restructure Content as Q&A
Findings Summary
Criterion
v6 Findings
v7 Findings
Delta
llms.txt File
3
3
0
Schema.org Structured Data
6
6
0
Q&A Content Format
4
4
0
Clean, Crawlable HTML
5
5
0
Entity Authority & NAP Consistency
4
4
0
robots.txt for AI Crawlers
3
3
0
Comprehensive FAQ Section
4
4
0
Original Data & Expert Analysis
4
4
0
Internal Linking Structure
5
5
0
Semantic HTML5 & Accessibility
5
4
-1
Content Freshness Signals
4
4
0
Sitemap Completeness
4
4
0
RSS/Atom Feed
2
2
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
3
3
0
Schema Coverage & Depth
5
5
0
Speakable Schema
2
2
0
Query-Answer Alignment
2
2
0
Content Cannibalization
4
4
0
Visible Date Signal
3
5
+2
Topic Coherence
3
4
+1
Content Depth
3
3
0
Helpful Purpose Alignment
2
2
0
First-Hand Experience Signals
2
2
0
Creator Transparency
2
2
0
Methodology Transparency
2
2
0
Citation-Ready Writing Quality
4
4
0
Answer-First Placement
3
3
0
Evidence Packaging
3
4
+1
Entity Disambiguation
3
3
0
Extraction Friction Score
3
3
0
Image Context for AI
3
3
0
Duplicate Content Blocks
2
2
0
Cross-Page Duplicate Content
2
5
+3
Internationalization Signals
2
2
0
Page Speed: Server Response
3
2
-1
Page Speed: Load Blockers
2
2
0
Page Speed: Page Size
2
2
0
Answer Capsule Pattern
2
2
0
Entity Density
2
2
0
Owned Data Density
2
2
0
Sentence Atomicity
2
2
0