01 / The constraint
Creators could see views, reach, and engagement for each post, but no system turned those signals into a next step.
AI product engineering
Turning creator metrics into personalized recommendations.
01Prior-role exampleCreator recommendations
02 / The system
We normalized content metadata and performance signals, ran them through model-backed services, and delivered specific guidance in the existing web and mobile product.
03 / The change
Creators received consistent recommendations instead of reading several dashboards. The system also supported more recommendation types and feedback loops.
What this demonstrates
The system turned model output into a recommendation inside the product instead of another dashboard to interpret.
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