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Open research on LLM citation behavior

Initiative Objective

Publishing open benchmark dataset analyzing 50,000 enterprise queries across Perplexity, Gemini, and ChatGPT.

Search technology and AI are evolving at breakneck speed. This roadmap item represents a key focus area for my upcoming work, research, and public speaking calendar in 2026.

Milestones & Timeline

  • Q1: Complete dataset gathering across 50,000 prompt variations.
  • Q2: Launch public open research benchmarks and diagnostic dashboard.
  • Q3: Keynote presentation and masterclass workshops.