Semantic layout analysis

Compare content similarity, grouping, and reading-order suggestions.

Verdict promising Clusters 3 Anchor headline Bridge pro-tier
I

Content grouping

Compare local heuristics with Workers AI embeddings.

Abstract semantic structure

Local heuristic estimates

The embedding metrics meet the heuristic thresholds for layout constraints.

Promising
title Simple, transparent pricing 61 anchor
data Free plan 43 anchor
data Pro plan 59 anchor
data Enterprise 47 anchor
support Trusted by teams 45 anchor
cta Start your free trial 57 anchor
meta Common questions 34 anchor
Separation 0.155 Adjacency 0.646 Centrality 0.569 Query alignment 0.629 Anchor headline Bridge pro-tier
Promising

The embedding metrics meet the heuristic thresholds for layout constraints.

Reading order headline → pro-tier → upgrade-cta → enterprise → social-proof → free-tier → faq-link
lead headline, pro-tier, upgrade-cta, enterprise Highest-ranked cluster in the slot plan.
body social-proof, free-tier Supporting cluster in the slot plan.
support faq-link Lower-ranked cluster in the slot plan.

headline has the highest anchor score from query relevance and centrality.

pro-tier has the highest bridge score.

Cluster separation exceeds 0.12. Use clusters as layout estimates.

Workers AI not used. This report uses hashed token embeddings as a deterministic baseline.

The affinity matrix shows cosine similarity between content embeddings.

Affinity matrix

Local heuristic estimates.

Items
Simple, transparent pricing
Free plan
Pro plan
Enterprise
Trusted by teams
Start your free trial
Common questions
Simple, transparent pricing
1.00
0.49
0.60
0.44
0.33
0.67
0.51
Free plan
0.49
1.00
0.54
0.31
0.57
0.39
0.33
Pro plan
0.60
0.54
1.00
0.76
0.54
0.58
0.39
Enterprise
0.44
0.31
0.76
1.00
0.47
0.41
0.38
Trusted by teams
0.33
0.57
0.54
0.47
1.00
0.49
0.36
Start your free trial
0.67
0.39
0.58
0.41
0.49
1.00
0.37
Common questions
0.51
0.33
0.39
0.38
0.36
0.37
1.00
II

Semantic line breaking

Compare syntax and semantic line-breaking results without changing word order.

Sentences 4 Clauses 8 Average similarity 0.546 Recommended method advanced
Advanced

Width-based typesetting produces the lowest line-breaking penalty.

Adjacent sentence shifts
Related 0.51

The morning fog lifted slowly from the harbor, revealing masts and rigging in sharp silhouette.

We had planned to sail at dawn, but the wind betrayed us.

Tight 0.77

We had planned to sail at dawn, but the wind betrayed us.

By noon the crew was restless, supplies were dwindling, and the barometer was falling.

Weak 0.36

By noon the crew was restless, supplies were dwindling, and the barometer was falling.

Someone would have to decide whether to wait or abandon the crossing entirely.

Workers AI not used. Sentence and clause cohesion are derived from hashed token embeddings.

Advanced typeset

Line penalty: 1041

Baseline
8 lines Maximum line width: 361.34 px Height: 223.2 px
The morning fog lifted slowly from the
harbor, revealing masts and rigging in
sharp silhouette. We had planned to sail at
dawn, but the wind betrayed us. By noon
the crew was restless, supplies were
dwindling, and the barometer was falling.
Someone would have to decide whether
to wait or abandon the crossing entirely.

Optimizes line widths and hyphenation.

Syntax-aware

Line penalty: 3621

+2580
8 lines Maximum line width: 361.34 px Height: 223.2 px
The morning fog lifted slowly from the
harbor, revealing masts and rigging in
sharp silhouette. We had planned to sail at
dawn, but the wind betrayed us. By noon
the crew was restless, supplies were
dwindling, and the barometer was falling.
Someone would have to decide whether
to wait or abandon the crossing entirely.

Favors punctuation at line endings and penalizes transitional words at line starts.

Syntax and semantics

Line penalty: 6432

+5391
8 lines Maximum line width: 361.34 px Height: 223.2 px
The morning fog lifted slowly from the
harbor, revealing masts and rigging in
sharp silhouette. We had planned to sail at
dawn, but the wind betrayed us. By noon
the crew was restless, supplies were
dwindling, and the barometer was falling.
Someone would have to decide whether
to wait or abandon the crossing entirely.

Favors related clauses on the same line.