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The ai-cmo.dev blog
Guides, announcements and deep dives published from the AI CMO workspace.
Automating Developer Documentation Updates for AI Discovery
Automating developer documentation with LLM agents is gaining traction, but a 2026 arXiv paper cautions that usefulness and accuracy often rely on dependency chains that are not obvious to follow. Whi
8 min read · Read article
Tracking Product Mention Frequency in ChatGPT and Claude Answers
Tracking product mention frequency in ChatGPT and Claude answers confronts a paradox: repeated experiments prove that generative AI outputs are profoundly inconsistent, making reliable single-run rank
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How Search Engines and LLMs Index Technical Documentation
Search engines and LLMs index technical documentation through discovery, crawling, and structured storage. However, standard retrieval pipelines overlook the intentional hyperlink topology in technica
12 min read · Read article