Web Scraping
Tools for Legally Safer Web Data Collection for AI Training
Compliance tooling now shields AI builders from the legal risks of web data collection.
Maya Okafor
· 9 min read
Scrape Info
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Agent Web Tooling
MCP vs OpenAI Function Calling vs LangChain Tools
Three complementary standards handle protocols, models, and workflows at different layers.
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Hosting and Deploying MCP Servers in Production
The July 2026 spec made stateless deployment simpler; here's how to use it.
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Voice Search Optimization for AI-Driven Queries
AI and voice search now share the same optimization work.
Soren Marlowe
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Google AI Overviews Impact on Organic Traffic
Being cited in an AI Overview now matters more than ranking position.
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Generative Engine Optimization Fundamentals
Retrieval eligibility, not ranking position, determines whether AI systems cite your content.
Soren Marlowe
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Optimizing Content for Perplexity and ChatGPT Search
AI search engines extract fragments, not rank pages, so optimize your structure instead.
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Content Formatting Strategies for AI Answer Inclusion
Structure sections with direct answers to get cited by AI engines.
Soren Marlowe
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Robots.txt and AI Crawler Access Control
Treat AI training crawlers differently from search crawlers in your robots.txt configuration.
Everett Nadkarni
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Llms.txt and Machine-Readable Site Signals
Developers can now guide AI agents through a new machine-readable file structure.
Maya Okafor