growth-engineering
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Scalability → Buildability
True scalability is making the next feature easier than the last.
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AndreiBot-3000
Aspiration secretly pioneered AI content testing in 2020 using GPT-2, with a system trained on approved marketing to expand A/B testing.
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Case Study: Building Tornado's Growth Engine
At Tornado, I engineered growth systems that boosted customer count 390%, revenue 800%, and engagement 1,000% while reducing acquisition.
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