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Sticky Switcher Funnel Playbook

AI-powered design token engine for conversion optimization, packaging 60 production sites into an adaptive design system with real-time mutations.

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What It Does

The Sticky Switcher Funnel Playbook is a production-grade design token engine that transforms 60 shipped client websites into a reusable, AI-ready design system. Rather than focusing on aesthetics alone, it optimizes for conversion patterns and user behavior through a flexible token architecture.

How It Works

The system operates through three locking mechanisms:

  • Static Lock: Preserves original design tokens for brand compliance
  • Adaptive Lock: Adjusts tokens responsively across devices
  • Predictive Lock: Mutates designs in real-time using AI to anticipate user intent

The sticky switcher provides a floating control panel for live variant switching without page reloads, enabling A/B testing and client demos in production.

Key Features

  • 60-Site Token Vault: Compressed design patterns from production websites
  • Conversion Funnel Mapper: Automatically identifies friction points in your site structure
  • AI Integration: Works with OpenAI and Claude APIs for intelligent token generation
  • Multilingual Layer: Culturally-adapted color schemes and spacing per language
  • Speculative Build Pitch: Generate design-accurate prototypes before development

Who Benefits

Design systems managers, product designers optimizing for conversion, agencies building client proposals, and teams implementing AI-assisted design workflows.

Frequently asked questions

What is the Sticky Switcher Funnel Playbook?
It's a design token engine that packages conversion patterns from 60 production websites into a reusable system. The sticky switcher lets you toggle between design variants in real-time, while the funnel mapper identifies conversion friction points automatically.
How do I install and set up the playbook?
Download from the GitHub release, extract the archive, run npm install skynet-engine, then npx skynet init to configure. Use skynet build --output ./public/styles to deploy tokens to your project.
What's the difference between Static, Adaptive, and Predictive locks?
Static Lock preserves original tokens for compliance. Adaptive Lock adjusts for screen size and device type. Predictive Lock uses AI to mutate designs based on predicted user behavior and intent for conversion optimization.
Can I use this with OpenAI or Claude?
Yes. The engine exposes APIs for both OpenAI and Claude. You can pass user behavior data to generate contextual design tokens, or use natural language prompts to Claude for intelligent variant generation.
How does the Conversion Funnel Mapper work?
It automatically analyzes your site structure against 60 proven conversion funnels, highlighting gaps, dead ends, and friction points before they cost revenue. This helps identify where users drop off.
Is the sticky switcher suitable for production?
Yes. The floating control panel switches variants without page reloads and is designed for production use. It's ideal for live A/B testing, client demos, and multilingual audience targeting.
What does the speculative build pitch feature do?
For agencies and freelancers, it generates design-token-accurate mockups of client sites before writing code. You can pitch working prototypes instead of wireframes, backed by real conversion patterns.
Does it support multiple languages?
Yes. The multilingual layer auto-detects user language and adjusts not just text, but design tokens, color schemes, spacing, and imagery for cultural appropriateness across 6+ languages.

Glossary

Design Token
A reusable design decision (color, spacing, typography, animation) stored as a variable that can be applied across interfaces to maintain consistency and enable rapid variants.
Sticky Switcher
A floating control panel that remains visible on-screen, allowing users to switch between design variants in real-time without reloading the page.
Predictive Lock
An AI-powered locking mechanism that analyzes user behavior and intent data to automatically suggest and apply design mutations optimized for conversion.
Speculative Build
A design-accurate prototype generated before development using tokens and proven patterns, used to validate client proposals and design decisions.
Conversion Funnel
A sequence of steps users take from entry to desired action (signup, purchase), visualized as increasingly narrow stages where friction causes drop-off.

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