
Turn AI chatbot challenges into opportunities
Learn from real-world case studies, technical breakdowns, and proven strategies that power high-performing AI assistants at scale.


Chat-to-Buy Flows for Complex Catalogs: A Technical Guide
How to build conversational commerce for products that need consultation, not search. Includes constraint matching, dynamic chip generation, compatibility engines, and the metrics that separate working implementations from demos.

Routing Beats Bigger Models: A Production Architecture
GPT-4o costs 15x more than GPT-4o-mini. Claude Opus costs 30x more than Haiku. The question is not which model to use. The question is which model to use for each request. A smart router cuts cost 70% while improving quality.
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