Building an In-House AEO Monitoring Stack From Scratch
Five interdependent layers—not a single tool—power AI answer engine visibility.
Priya Subramaniam
Industry Correspondent
Priya Subramaniam
Priya Subramaniam worked as a digital marketing director across retail, financial services, and healthcare verticals before shifting to journalism, giving her firsthand credibility when examining how generative engine optimization strategies translate—or fail to translate—across different industries. She leads the publication's use-case reporting.
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AEO Tool Data Freshness and Query Sample Size Requirements
Two technical variables explain why AEO tools report wildly different metrics.
Priya Subramaniam
DeepSeek and Emerging LLMs in Brand Visibility Tracking
Brands now lose visibility across a fragmented AI search landscape they aren't tracking.
Priya Subramaniam