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Designing & Engineering a Viral Multi-Model AI Workflow: From Prototype to 300K Users in Two Weeks

David Wilson David Wilson | Co-Founder & CEO | Hunch Tools

When Hunch's viral LinkedIn year-in-review AI generator reached 300,000 users processing 1+ trillion tokens in two weeks, their multi-model architecture faced extreme scaling challenges. This case study reveals how a simple prototype evolved into a production-scale AI system overnight. Discover Hunch's technical blueprint featuring multiple LLM orchestration across OpenAI, Anthropic, and Google models, critical infrastructure scaling solutions, and how they achieved 85% cost reduction through optimized model selection and prompt engineering. Learn from their 26 rapid iterations that simultaneously improved output quality while decreasing costs. This presentation shares practical patterns for AI workflow orchestration balancing quality, cost, and reliability at scale. Gain actionable engineering strategies for building resilient, scalable AI applications that maintain performance under unpredictable growth, plus vital lessons about system failure points when success arrives faster than expected.

David Wilson
David Wilson
Co-Founder & CEO | Hunch Tools

Starting in management consulting, David worked with large datasets for companies across Africa and the Middle East. His design journey began earlier, in high school, learning 3D design to mod video games alongside future co-founder Ross. His design interests grew to include usability design, data visualization, and cartography, leading to a featured map in Phaidon’s “Maps” book.
 
David co-founded Cape Networks, combining his data and design experience to craft a SaaS tool that helped non-experts make sense of complex networking data. Aruba Networks acquired Cape to be the face of their cloud software portfolio.
 
Drawing from his experience at Cape, David co-founded Hunch—a data tool he’s dreamed of since his consulting days.

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