Data-driven perspectives on SEO, marketing, and digital growth.
When to Deprecate Content in an AI Search World Most editorial backlogs in 2026 are deprecation backlogs in disguise. The instinct to rewrite, refresh,…
Site Architecture Patterns That Survive AI Search Three architecture patterns are stable under both classical search and AI search. Most…
How to Audit Your Site’s LLM Crawlability LLM crawlability is the audit Google’s tooling does not run for you. Search…
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Topic Clustering Is What LLMs Actually Read Classical topic clustering optimised for Google’s pre-2023 ranking system. LLM retrieval clusters topics…
Building a Citable Knowledge Graph From Scratch A citable knowledge graph is not a Neo4j project. It is the smallest…
First-Party Data Is the Only Defensible Asset in an LLM-First Future The cookie was a directory. First-party data is a…
Content Decay in the LLM Era: When Evergreen Stops Being Evergreen By ScaleGrowth Digital Editorial The evergreen content theory was…
Why Perplexity Cites Differently Than ChatGPT Search By ScaleGrowth Digital Editorial Run the same query through Perplexity and ChatGPT Search…
Agentic SEO: When Claude and ChatGPT Become the Best Traffic Source By ScaleGrowth Digital Editorial For a small but growing…
AI Overview Rank Tracking: The Tools That Actually Work By ScaleGrowth Digital Editorial Google AI Overview rolled out to most…