When a premium olive oil brand discovers ChatGPT is driving thousands of dollars in monthly revenue with zero paid spend, it signals a fundamental shift in how consumer education creates both immediate sales and long-term category growth. Samuel Davel reveals how Kosterina’s military-disciplined approach to growth measurement exposed agency manipulation while building a repeatable framework for omnichannel brand expansion. Key Topics Discussed: Strategic pivot from lifestyle to educational UGC content - Sam details Kosterina’s complete content strategy overhaul from recipe and lifestyle imagery to educational UGC focused on olive oil quality differentiation (single-sourced, early harvested, polyphenol content). The counterintuitive approach: educating consumers to make better category decisions regardless of brand choice, creating informed buyers who drive overall premium segment growth. MER implementation as singular North Star metric - Moving beyond platform-reported ROAS to Media Efficiency Ratio (total revenue ÷ total spend) as the primary decision-making metric. Samuel explains how this holistic view caught their previous agency’s manipulation: 85% view-through attribution on Meta and branded search terms stuffed into Performance Max campaigns inflating a 12X reported ROAS while revenue remained flat. Use case repositioning that transforms consumption patterns - Sam Davel’s tactical repositioning of olive oil from cooking ingredient to daily wellness ritual. The campaign he expected to fail became their highest-performing January initiative, demonstrating how use case repositioning can unlock entirely new consumption patterns and purchase frequency without product changes. Advanced agency vetting framework beyond basic credentials - Samuel due diligence checklist: Shopify backend access verification (not just dashboard screenshots), unified Meta/Google strategic alignment (red flag: separate agencies for each platform), new customer acquisition focus verification, and branded search percentage analysis. Ultimate red flag: agencies promising 13X ROAS—a mathematically unsustainable promise that signals fundamental misunderstanding of sustainable growth economics. Geo-targeted influencer testing for retail velocity measurement - Kosterina’s partnership with micro-influencer agency Hummingbirds involves pushing specific geographic markets, then analyzing Target’s store-level velocity data to measure pre/post campaign lift. This creates quantifiable attribution between social content and physical shelf performance, solving the traditional retail marketing measurement challenge. AI-driven organic search monetization strategy - Samuel’s discovery of thousands of dollars in monthly revenue from ChatGPT searches (detected through Triple Whale attribution) sparked their systematic approach to AI-crawlable content creation. Focus areas: writing content specifically for AI discovery and preparing for inevitable AI platform advertising rollout in 2026. Triple Whale attribution methodology for omnichannel optimization - Technical breakdown of their multi-model approach: AI attribution model for business-level decisions, linear attribution for holistic planning, and triple attribution with view-through data for channel-specific optimization. Critical for brands with heavy social spend driving both online and retail conversions. Strategic retail expansion: shelf depth over door breadth - Sam’s framework for retail readiness assessment before expansion: packaging optimization, messaging alignment, and measurable brand awareness thresholds. The critical insight: velocity failures make retailer re-entry exponentially more difficult, making readiness assessment more valuable than opportunity pursuit.