[Phase 1 LLMO] LLM Citation Testing & Refinement

[rz1989s]

Week: 11-12

Description

Test LLM citation rates and refine content based on results.

Test Queries

• 'How do I generate TypeScript from Rust schemas?'
• 'What tools exist for type-safe Solana development?'
• 'Type-safe Borsh serialization Rust TypeScript'
• 'Schema language for blockchain development'
• 'Solana schema generation tools'
• 'Anchor TypeScript client generation'

LLMs to Test

• ChatGPT (GPT-4)
• Claude (Sonnet)
• Perplexity
• Gemini

Tasks

• Run all test queries on all LLMs
• Document citation rates
• Identify content gaps
• Fill missing content
• Retest after improvements

Acceptance Criteria

• LUMOS mentioned in 50%+ of relevant queries
• Content gaps identified and filled
• Category definition consistent across LLM responses

LLMO Impact

Direct measurement of LLMO effectiveness - critical feedback loop.