AI Product Design Patterns That Don't Suck
AI features lose users when they feel like a separate product. Here's how to integrate them without that.
Six patterns I use when integrating AI into existing products. The ones that work feel like a feature; the ones that don't feel like a chatbot bolted on the side.
Bolted-on chatbots are the worst AI product pattern. Visitors don't want a chatbot - they want a faster path to their goal.
Here are the patterns I use instead.
Pattern 1: AI inline, not chat-shaped
Don't build a chat. Build "click to summarize" on a long document. Or "click to draft a reply" on an email. The AI is invisible; the result is visible.
This converts visitors into users about 4x better than a chat interface for most product use cases.
Pattern 2: Predictive defaults
Auto-fill forms. Suggest tags. Pre-categorize incoming items. The user always reviews; the AI does the boring 80%.
Works great for: support ticketing, CRM, anything with categorical fields.
Pattern 3: Search that understands
Replace keyword search with semantic search where it makes sense. Don't replace keyword search with chat - that's a downgrade.
The user-facing surface is the same: a search box. The behavior is "find me things that match meaning, not just words."
Pattern 4: Generative drafts, not generative content
Let users edit AI output. Don't ship AI output directly to customers as if it's the user's. The drafts pattern - AI suggests, human approves - is socially safe and operationally robust.
Pattern 5: Transparency about confidence
When the AI is sure, ship the result. When the AI is unsure, surface that - "I'm not certain, here are three options" or "this might need a human." Don't pretend the AI is always right.
Pattern 6: Memory you can see
If your AI remembers things about the user, show what it remembers. Let them edit it. People are reasonable about AI memory if they have agency over it.
What I avoid
- Chat-as-the-only-surface (most users don't want to chat)
- Long-running agents without progress visibility
- Hidden generation (looks magical but feels eerie)
- Unbounded creativity (always offer a "tighten" button)
The deeper point
AI is a feature, not a product (mostly). The companies winning the AI race aren't the ones with the best models - they're the ones with the best product instinct about when AI helps and when it gets in the way.
That instinct is human. Develop yours.