
Turn AI chatbot challenges into opportunities
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How AI Chatbots Are Changing in 2026
AI chatbots in 2026 are reasoning, remembering, and acting. Here's what changed with GPT-5.2, Claude Opus 4.5, and Gemini 3 - and what it means for your product.
AI Product Engineering Team

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.
AI Product Engineering Team

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.
AI Product Engineering Team
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