3. How long does it take to see ROI from a dual-engine SEO GEO strategy?

While traditional technical SEO fixes can yield improvements in 3 to 6 months, building deep AI visibility through a dual-engine approach is a cumulative process. Most enterprises begin seeing a measurable shift in AI citations and highly qualified referral traffic by Q3 or Q4 of a structured 12-month roadmap, leading to compounded long-term growth.