Content Duplication
All comparisons
Completed26 Aug 2026 · 09:57

Content Overlap Report

protocol.lumenario.com98 pages compared247 page pairs comparedCompare within one group

Comparison pairs

10 of 247 unique pairs

Overlap profile247 pairs

How scores work

How scores work

Each score estimates how much text on that page matches the other.

Near-identical
90%+ on both pagesUsually redirect or canonicalize
High overlap
50%+Consider merging or differentiating
Medium overlap
25% to under 50%Review the shared passages
Low overlap
Under 25%Usually fine as is
Use the higher score to group a pair.

95%and20%is classified asHigh overlap

A-005 ↔ A-065

Medium overlap
Compare content
A-005

AEO Content Strategy and Architecture

https://protocol.lumenario.com/aeo-content-strategy-and-architecture/

44.6% of A-005 overlaps A-065

A-065

Generative Search and AI Platforms

https://protocol.lumenario.com/generative-search-and-ai-platforms/

38.9% of A-065 overlaps A-005

A-005 ↔ A-011

Medium overlap
Compare content
A-005

AEO Content Strategy and Architecture

https://protocol.lumenario.com/aeo-content-strategy-and-architecture/

43.8% of A-005 overlaps A-011

A-011

AEO Fundamentals

https://protocol.lumenario.com/aeo-fundamentals/

11.0% of A-011 overlaps A-005

A-005 ↔ A-048

Medium overlap
Compare content
A-005

AEO Content Strategy and Architecture

https://protocol.lumenario.com/aeo-content-strategy-and-architecture/

42.3% of A-005 overlaps A-048

A-048

D2C Fashion and Visual Search: A Visual-Intent Playbook for

https://protocol.lumenario.com/d2c-fashion-visual-search-india/

1.1% of A-048 overlaps A-005

A-005 ↔ A-041

Medium overlap
Compare content
A-005

AEO Content Strategy and Architecture

https://protocol.lumenario.com/aeo-content-strategy-and-architecture/

41.1% of A-005 overlaps A-041

A-041

Category Creation Content for New Software

https://protocol.lumenario.com/category-creation-content-new-software/

1.4% of A-041 overlaps A-005

A-028 ↔ A-065

Medium overlap
Compare content
A-028

Best AI Mode SEO Tracking Tools for B2B SaaS

https://protocol.lumenario.com/best-ai-mode-seo-tracking-tools-india/

2.3% of A-028 overlaps A-065

A-065

Generative Search and AI Platforms

https://protocol.lumenario.com/generative-search-and-ai-platforms/

39.8% of A-065 overlaps A-028

A-020 ↔ A-065

Medium overlap
Compare content
A-020

Best AI Overviews Rank Tracking Tools for SaaS SEO Teams in India

https://protocol.lumenario.com/ai-overviews-rank-tracking-tools/

1.5% of A-020 overlaps A-065

A-065

Generative Search and AI Platforms

https://protocol.lumenario.com/generative-search-and-ai-platforms/

29.4% of A-065 overlaps A-020

A-065 ↔ A-068

Medium overlap
Compare content
A-065

Generative Search and AI Platforms

https://protocol.lumenario.com/generative-search-and-ai-platforms/

29.3% of A-065 overlaps A-068

A-068

Google AI Overviews and Publisher Traffic: 2024–2025 Study

https://protocol.lumenario.com/google-ai-overviews-publisher-traffic-impact-india-study/

1.0% of A-068 overlaps A-065

A-030 ↔ A-065

Medium overlap
Compare content
A-030

Best AI Overviews Tracking Tools for SEO Teams in India

https://protocol.lumenario.com/best-ai-overviews-tracking-tools/

2.3% of A-030 overlaps A-065

A-065

Generative Search and AI Platforms

https://protocol.lumenario.com/generative-search-and-ai-platforms/

28.7% of A-065 overlaps A-030

A-003 ↔ A-028

Medium overlap
Compare content
A-003

Ads in Google AI Overviews: PPC and SEO Guide

https://protocol.lumenario.com/ads-google-ai-overviews-placement-seo-implications/

26.3% of A-003 overlaps A-028

A-028

Best AI Mode SEO Tracking Tools for B2B SaaS

https://protocol.lumenario.com/best-ai-mode-seo-tracking-tools-india/

5.0% of A-028 overlaps A-003

A-012 ↔ A-065

Medium overlap
Compare content
A-012

AEO page Blueprints

https://protocol.lumenario.com/aeo-page-blueprints/

18.7% of A-012 overlaps A-065

A-065

Generative Search and AI Platforms

https://protocol.lumenario.com/generative-search-and-ai-platforms/

25.6% of A-065 overlaps A-012

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Page similarity map Each marker is one selected page. Scroll to zoom, drag empty space to pan, or use arrow keys to move between pages. A-001 · The Lumenario Protocol | Infrastructure for AI Discovery & Sovereign Authority · Cluster 1: ai, b2b, aeo A-002 · Why Your About Page Is a Trust Layer for B2B Buyers and Algorithms · Cluster 1: ai, b2b, aeo A-003 · Ads in Google AI Overviews: PPC and SEO Guide · Cluster 1: ai, b2b, aeo A-004 · The AEO Audit Framework: How AI Systems Understand, Cite, and Trust Your B2B Brand · Cluster 1: ai, b2b, aeo A-005 · AEO Content Strategy and Architecture · Cluster 1: ai, b2b, aeo A-006 · AEO for D2C Skincare · Cluster 1: ai, b2b, aeo A-007 · AEO for D2C Skincare Brands in India: Ingredient, Routine & Concern Playbook · Cluster 1: ai, b2b, aeo A-008 · AEO for SAAS firms · Cluster 1: ai, b2b, aeo A-009 · AEO for SaaS Startups: Winning AI-Led Vendor Evaluations · Cluster 1: ai, b2b, aeo A-010 · AEO for Supplements & Health · Cluster 1: ai, b2b, aeo A-011 · AEO Fundamentals · Cluster 1: ai, b2b, aeo A-012 · AEO page Blueprints · Cluster 1: ai, b2b, aeo A-013 · Agentic SEO vs. Traditional SEO: How Indian B2B Leaders Should Rebalance Search Strategy · Cluster 1: ai, b2b, aeo A-014 · AI Citation Tools for Accurate Referencing · Cluster 1: ai, b2b, aeo A-015 · Comparison Pages Built for AI Prompts · Cluster 1: ai, b2b, aeo A-016 · AI-Friendly UGC Strategy: Make Customer Proof Work for AI · Cluster 1: ai, b2b, aeo A-017 · AI-Generated Content SEO Best Practices for SaaS · Cluster 1: ai, b2b, aeo A-018 · What Is an AI Hallucination? Meaning, Risks, and Examples for B2B SaaS Teams · Cluster 1: ai, b2b, aeo A-019 · AI MLA Citation Generator for Source Formatting · Cluster 1: ai, b2b, aeo A-020 · Best AI Overviews Rank Tracking Tools for SaaS SEO Teams in India · Cluster 1: ai, b2b, aeo A-021 · Analyst-Style Briefs for B2B Buyers in India · Cluster 1: ai, b2b, aeo A-022 · What Is Answer Engine Optimization (AEO)? A Simple Guide for Everyday Searchers · Cluster 1: ai, b2b, aeo A-023 · All articles · Cluster 1: ai, b2b, aeo A-024 · Baby-Care Milestone Content for Indian Brands: Trust and Discovery Across the First 1,000 Days · Cluster 1: ai, b2b, aeo A-025 · Beauty-Tech Discovery Strategy for Indian Beauty Brands · Cluster 1: ai, b2b, aeo A-026 · Before-and-After Knowledge Assets: Responsible · Cluster 1: ai, b2b, aeo A-027 · Best AI Citation Generators for SEO and Content Teams · Cluster 1: ai, b2b, aeo A-029 · Best AI Overviews Keyword Rank Trackers for SEO Teams in India · Cluster 1: ai, b2b, aeo A-030 · Best AI Overviews Tracking Tools for SEO Teams in India · Cluster 1: ai, b2b, aeo A-031 · Best AI SEO Tools to Improve Visibility and Rankings in India · Cluster 1: ai, b2b, aeo A-032 · Best AI SEO Tools for Smarter Optimization in India · Cluster 1: ai, b2b, aeo A-033 · Best AEO Platforms for AI Visibility · Cluster 1: ai, b2b, aeo A-034 · Brand Entities, Attributes, and Relationships for B2B Growth · Cluster 1: ai, b2b, aeo A-035 · Breed-Specific Discovery Pages for Indian Pet-Care Brands · Cluster 1: ai, b2b, aeo A-036 · Building a Discovery Moat Beyond Paid Media | B2B India · Cluster 1: ai, b2b, aeo A-037 · Building Non-Meta Growth Engines for Indian B2B Companies · Cluster 1: ai, b2b, aeo A-038 · Building a Retrieval-Ready Content Ops System · Cluster 1: ai, b2b, aeo A-039 · Bypassing the Meta Ad Tax: A Procurement Guide for Indian B2B Brands · Cluster 1: ai, b2b, aeo A-040 · Case Studies as Citation Assets in AI-Powered B2B Search · Cluster 1: ai, b2b, aeo A-041 · Category Creation Content for New Software · Cluster 1: ai, b2b, aeo A-042 · Community Authority: How B2B Brands in India Earn Trust in · Cluster 1: ai, b2b, aeo A-043 · Community-Led Keyword Discovery for Indian B2B Teams · Cluster 1: ai, b2b, aeo A-044 · Comparison Pages for SaaS Buying Journeys · Cluster 1: ai, b2b, aeo A-045 · Compliance-Aware Content for Health Brands in India · Cluster 1: ai, b2b, aeo A-046 · Content Architecture for Retrieval: Guide for Indian B2B Leaders · Cluster 1: ai, b2b, aeo A-047 · Customer Stories as Trust Infrastructure · Cluster 1: ai, b2b, aeo A-048 · D2C Fashion and Visual Search: A Visual-Intent Playbook for · Cluster 1: ai, b2b, aeo A-049 · The D2C Organic Growth Engine Blueprint for India · Cluster 1: ai, b2b, aeo A-050 · The Death of the Click: Zero-Click Search and AI Overviews for Indian B2B Leaders · Cluster 1: ai, b2b, aeo A-051 · Definition Pages That Win Citations · Cluster 1: ai, b2b, aeo A-052 · Demo-Led Content in the AI Era · Cluster 1: ai, b2b, aeo A-053 · Documentation as a Growth Channel for AI-Driven B2B Growth · Cluster 1: ai, b2b, aeo A-054 · Documentation as an Authority Engine for B2B SaaS in India · Cluster 1: ai, b2b, aeo A-055 · The Economics of Programmatic Authority · Cluster 1: ai, b2b, aeo A-056 · Enterprise SaaS Authority Systems for Indian B2B · Cluster 1: ai, b2b, aeo A-057 · Entity-Based Discovery: Why Keywords Are No Longer Enough · Cluster 1: ai, b2b, aeo A-058 · FAQ Hubs for Product Concerns: Concern-Led Playbook for · Cluster 1: ai, b2b, aeo A-059 · Feature Pages Built for AI Prompts for B2B Buyers in India · Cluster 1: ai, b2b, aeo A-060 · Fintech SaaS and Compliance-Aware Authority in India’s Regulated Markets · Cluster 1: ai, b2b, aeo A-061 · Forum Signals and Retrieval Trust for Indian B2B Answer · Cluster 1: ai, b2b, aeo A-062 · Founder-Led Authority for SaaS: A Discovery Moat for Indian · Cluster 1: ai, b2b, aeo A-063 · Founder Pages, E-E-A-T, and B2B Trust in India · Cluster 1: ai, b2b, aeo A-064 · Freshness Design: Updating Pages for Retrieval | B2B SEO · Cluster 1: ai, b2b, aeo A-065 · Generative Search and AI Platforms · Cluster 1: ai, b2b, aeo A-066 · Glossary Strategy for Emerging Categories (India-Focused B2B · Cluster 1: ai, b2b, aeo A-067 · Google AI Overviews and Citation Strategy for Indian B2B · Cluster 1: ai, b2b, aeo A-068 · Google AI Overviews and Publisher Traffic: 2024–2025 Study · Cluster 1: ai, b2b, aeo A-069 · Graph-RAG for Brands: A Simple Explanation · Cluster 1: ai, b2b, aeo A-070 · The Hallucination Problem: Why AI Gets Brands Wrong · Cluster 1: ai, b2b, aeo A-071 · Health-Tech SaaS and E-E-A-T: Building Evidence and Trust in · Cluster 1: ai, b2b, aeo A-072 · Home Decor Discovery on Pinterest: A Strategy Playbook for Indian Brands · Cluster 1: ai, b2b, aeo A-073 · Homepage Messaging for AI Retrieval · Cluster 1: ai, b2b, aeo A-074 · How AI Systems Read a Brand: A Leadership Guide for Indian · Cluster 1: ai, b2b, aeo A-075 · How ChatGPT Finds Brand Information: A Guide for Indian B2B Leaders · Cluster 1: ai, b2b, aeo A-076 · How Claude Watermarking Works: Token Selection and Detection · Cluster 1: ai, b2b, aeo A-077 · How Google SynthID Works: Text, Image, Audio & Video · Cluster 1: ai, b2b, aeo A-078 · How Perplexity Chooses Sources: Implications for Indian B2B Leaders · Cluster 1: ai, b2b, aeo A-079 · How to Rank in AI Overviews: SaaS SEO Guide · Cluster 1: ai, b2b, aeo A-080 · How to Turn Off or Remove Google AI Overviews · Cluster 1: ai, b2b, aeo A-081 · How to Win “Best AI Tool” Queries · Cluster 1: ai, b2b, aeo A-082 · Human-Verified Data: Why AI Prefers Real Discussions · Cluster 1: ai, b2b, aeo A-083 · Hyper-Local Context Content for India: Using Local Signals · Cluster 1: ai, b2b, aeo A-084 · Ingredient-Led Skincare Content: Practical Playbook for Indian Brands · Cluster 1: ai, b2b, aeo A-085 · Integration Pages as Discovery Assets for Indian B2B SaaS · Cluster 1: ai, b2b, aeo A-086 · Knowledge Base SEO for SaaS: 60–90 Day Roadmap for · Cluster 1: ai, b2b, aeo A-087 · Knowledge Hubs vs. Random Blog Posts for B2B Decision-Makers · Cluster 1: ai, b2b, aeo A-088 · llms.txt: What It Is, What It Is Not, and Where It Fits for Indian B2B Leaders · Cluster 1: ai, b2b, aeo A-089 · The Long-Tail Authority Strategy for AI-Era B2B Search · Cluster 1: ai, b2b, aeo A-090 · The Lumenario AEO Stack: An Operating System for AI Discovery in Indian B2B · Cluster 1: ai, b2b, aeo A-091 · Machine-Readable Brands: The New Visibility Layer · Cluster 1: ai, b2b, aeo A-092 · Measuring AI Citation Visibility: An Executive Metric Stack for Indian B2B · Cluster 1: ai, b2b, aeo A-093 · Off-Page AEO & Community Trust · Cluster 1: ai, b2b, aeo A-094 · How to Optimize for Google AI Overviews · Cluster 1: ai, b2b, aeo A-095 · Owning an Emerging Category: The AI CRM Example · Cluster 1: ai, b2b, aeo A-096 · The Pet-Care AEO Playbook for Indian Brands · Cluster 1: ai, b2b, aeo A-097 · Pillar, Cluster, and Leaf Pages for AEO: A Practical Play for Indian B2B Leaders · Cluster 1: ai, b2b, aeo A-098 · Pinterest Boards as Intent Maps for B2B Marketers in India · Cluster 1: ai, b2b, aeo 1 A-028 · Best AI Mode SEO Tracking Tools for B2B SaaS · Cluster 1: ai, b2b, aeo

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