Sofia Laurent
Head of Experimental Research
Sofia leads controlled experiments on prompt sensitivity, source diversity, and ranking signal interactions across major AI answer engines.
Research by Sofia Laurent
Retrieval Prompt Variants: Experiment Log
An experiment log documenting prompt framing effects on citation precision and source overlap.
2/12/2026 | Experiments
Comparing Gemini and Claude Citation Patterns
A side-by-side review of source repetition, citation depth, and mention diversity.
1/28/2026 | Engine Analysis