High Priority
Implement /reviews.txt Protocol
Establish a machine-readable summary of your entire review site's hierarchy, specifically for AI agents to understand content structure and review relationships.
Create a text file at /reviews.txt with a brief introduction to your review site's primary categories and review focus.
Include markdown-style links to your most critical review categories, comparison pages, and 'best of' lists.
Add a 'Review Schema FAQ' section to directly address common queries about your review methodology, rating scales, and data sources.


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High Priority
LLM Crawler Selective Indexing
Fine-tune which sections of your review site should be ingested by AI crawlers to prioritize authoritative review content and avoid irrelevant pages.
User-agent: ReviewBot Allow: /category/ Allow: /product/ Allow: /comparison/ Disallow: /user-comments/ Disallow: /login/
Verify your crawler permissions using a simulated bot checker tool for review-specific agents.
Monitor crawl frequency in your server logs to ensure AI bots are accessing key review pages and not scraping low-value content.
Medium Priority
Semantic HTML for Review Structure
Utilize HTML5 landmarks and semantic tags to help LLM crawlers accurately parse the structure and intent of your review content, distinguishing pros, cons, and ratings.
Wrap individual product reviews within <article> tags to clearly delineate distinct review units.
Use <section> with descriptive 'aria-label' attributes (e.g., 'aria-label="Pros"', 'aria-label="Cons"', 'aria-label="Key Features"') for specific review components.
Ensure all comparison tables use proper <thead>, <tbody>, and <th> tags for structured data extraction of product attributes and scores.
High Priority
RAG-Friendly Review Snippet Optimization
Structure your review content and summaries so they can be easily 'chunked' and retrieved by Retrieval-Augmented Generation (RAG) pipelines for accurate AI-generated summaries and comparisons.
Keep core review details, pros/cons, and final scores within distinct, easily digestible segments (e.g., < 500 words per key section).
Avoid ambiguous references; explicitly state the product name or feature being discussed in each segment summary.
Eliminate vague pronouns and ensure technical specifications, pricing, and feature mentions are precise and directly linked to the product.