Shaping Search Strategy Through Foundational UX Research
Client Background
A global technology leader's Ads organization that generates billions in annual revenue through sponsored text ads & and highly optimized digital products.
Challenges Faced
This section outlines the core difficulties and pain points the client was experiencing. It provides context on the hurdles that needed to be overcome before achieving the successful outcome.
The Mature Product Paradox
Years of continuous optimization had created a product so refined that net-new insight generation seemed nearly impossible, yet evolving user behavior.
The Gen Z Behavioral Gap
Limited foundational understanding of how Gen Z users interact with sponsored text ads .
The AI Disruption Blind Spot
Rapid AI adoption was silently reshaping user expectations and search behaviors, but without structured research.
Akraya’s Strategic Solution
Akraya designed and executed a foundational research initiative to deliver actionable strategic clarity -
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Foundational Behavioral Discovery Engine
Akraya conducted a 5-day diary study to capture real-world search behaviors over time, revealing key insights into Gen Z attitudes toward text ads.
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Executive Decision Enablement
Akraya worked & presented the findings directly to Executive leaders reducing the ramp time.
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Strategic Narrative Architecture
Akraya structured the research around a powerful decision-making framework: Current State → Drivers → Behavioral Response → Strategic Implication.
Measurable Outcomes
Operational
Revealed a pivotal framework distinguishing when users turn to AI tools (complex, high-effort learning tasks) versus traditional search (simpler, lower-stakes queries).
Financial
$14.2M saved in Strategic Risk Reduction, by eliminating uncertainty in a $1B+ revenue product roadmap.
Business
Deep understanding of Gen Z search behavior positioned the organization ahead of competitors.
Conclusion
Akraya transformed a mature, data-saturated product into a source of strategic clarity at a roadmap-defining moment. By designing and executing foundational research that uncovered Gen Z behavioral patterns in an AI-influenced search landscape, we provided the insights necessary to shape 2026 strategy with confidence.
