Technical deep-dives, industry analysis, and operational insights from the team building enterprise systems and AI visibility platforms.
Analysis of 14 GEO practices being sold by the optimization industry. For each, we assess what’s claimed, what evidence exists, and whether the practice is effective, ineffective, or harmful.
Read Article →The GEO industry universally recommends bullet points and structured formatting for AI citation. Architectural analysis and controlled research show this emphasis is misplaced.
Read Article →Traditional SEO won't save you. AI engines like ChatGPT and Perplexity use fundamentally different ranking signals. Here's what actually drives AI citations and how to build content that gets referenced.
Read Article →Slow queries cost more than server time. Walk through the exact diagnostic process we run on SQL Server environments handling millions of daily transactions.
Read Article →Every D365 migration hits the same five failure points. We break down the patterns we've seen and the architecture decisions that prevent them.
Read Article →An inside look at the scoring methodology behind Rangefinder. How we track citations, compute visibility scores, and benchmark competitors across Perplexity, ChatGPT, Google AI, and more.
Read Article →The technical trade-offs behind database-per-tenant vs shared schema, auth patterns with Clerk, and background job processing with Inngest.
Read Article →Why the highest-performing teams document everything, and how automated SOP management eliminates the knowledge gaps that slow organizations down.
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