Session brief
Don't just slap on a chatbot: building AI that works before you ask
Overview
This talk challenges the common practice of simply adding chatbot interfaces to products, arguing that this approach is often a superficial solution. Instead, it advocates for building AI that proactively assists users by understanding context and anticipating needs, drawing parallels to the conceptual idea behind Clippy but with modern execution. The core thesis is that AI should integrate seamlessly into natural workflows, offering suggestions and actions without requiring explicit prompts, thereby enhancing productivity and user experience.
Who should watch
- Product managers and designers looking to integrate AI effectively into their tools.
- AI engineers seeking to move beyond reactive chatbot implementations.
- Builders interested in creating AI-powered features that genuinely assist users.
- Anyone experiencing friction points in user workflows where AI could offer proactive support.
Key takeaways
- Many current AI products focus on adding reactive chat interfaces, which is an easy but often ineffective solution.
- Proactive AI, which anticipates user needs and offers assistance without being asked, is a more powerful approach.
- The concept of proactive AI is illustrated through modes like suggestion mode (offering help based on real-time input) and action mode (automating tasks like issue splitting).
- AI should supplement user agency, offer recommendations rather than mandates, and integrate into natural workflows without causing context switches.
- Potential applications for proactive AI include code editors suggesting improvements, design tools enforcing accessibility, and communication tools preparing meeting context.
- To build proactive AI, identify user friction points, analyze common user behavior patterns, and understand where users get stuck.
- Experimentation with novel UI solutions beyond simple chat interfaces is encouraged for AI product development.
- User control remains paramount; AI suggestions should be easily revertible.
Notable quotes
*AI didn't wait for user input it saw someone reporting a legality share and immediately started asking the right questions.*
*AI should supplement user agency not replace it.*
*AI should be part of natural workflow not stop it.*
Unofficial community note. Prefer the recording for nuance.