SOMA AI Infrastructure Company — CCPA-Native GEO/AEO Programme
Client: ML model monitoring SaaS, SOMA SF ($9.2M ARR). Challenge: Non-CCPA analytics inflating sessions 35%. $4,800 paid CAC. Zero organic pipeline contribution. No AI search citation. Programme: CCPA-native analytics rebuild + AI/ML technical authority content + arXiv citation architecture + NeurIPS community links + GEO/AEO Results (14 months): Accurate organic sessions: 14,300 (not inflated 22,000) | Content-attributed pipeline: $2.4M documented | Organic CAC: $280 vs $4,800 paid | ChatGPT: appearing in ML monitoring recommendations | CCPA compliance: AG pre-audit passed
