Results from real client engagements.
Model-comparison visibility was stuck under 15%. We built scenario–SKU–measured illuminance tables; first-mention rose past 20%, and owned sources overtook foreign rivals.
Smart lighting · 5 platforms × 750 samples · 3-month engagement
We structured three query packs and 50 high-intent FAQs on solvency and claims SLAs into primary authority sources.
Finance · 50 high-intent queries · three full retests
We concentrated on vertical sources that already hold ~77% of auto citations, then built decision trees that pushed key-model exposure past 80%—feeding test-drive demand.
EV manufacturing · four core platforms
We established vertical application identity, QC systems, and certification fact pages—so answers moved from casual mentions to precise recommendations with patents and authority.
Biotech · bilingual monitoring