Agency-Managed AEO vs. Platform-Direct Subscription for Mid-Market Brands
Platforms measure AI visibility; agencies fix the gaps platforms expose.
Dmitri Voloshyn
Technical Contributor
Dmitri Voloshyn
Dmitri Voloshyn is a former search infrastructure engineer who spent eight years building and maintaining large-scale indexing pipelines before moving into practitioner-focused writing. His coverage centers on the architectural trade-offs teams face when deciding whether to extend existing systems or adopt purpose-built GEO tooling.
4 stories
Point Solution AEO Stack Assembly Cost and Complexity
Hidden integration costs and coverage gaps undermine point-solution economics for AI search.
Dmitri Voloshyn
AI Search Monitoring Tools for Brand Sentiment Shifts
Brands are now tracked by what AI models say about them, not what people do.
Dmitri Voloshyn
AI Visibility Scoring Methodologies Across Leading Platforms
Different AI platforms reward different visibility signals.
Dmitri Voloshyn