Adaptive experience engine
Your website can learn what visitors need—while they use it.
This live demonstration uses a small, transparent AI model in your browser to interpret engagement, emphasize relevant content, and explain every optimization decision.
No account, cookies, personal profile, or external AI request is used by this demo.
Live adaptive modules
Choose what matters. Watch the page respond.
Open or focus on any module. The embedded model scores your intent, promotes the most useful message, and records the reasoning in the diagnostic panel.
Current decision
Gathering enough interaction data to select a page emphasis.
Embedded intelligence
A compact model can optimize the experience at the edge.
This demonstration converts clicks, section visibility, and dwell time into three intent scores. A confidence threshold prevents constant layout changes, while a cooldown keeps the experience stable.
- 1. Observe
Capture anonymous interaction signals inside this page.
- 2. Infer
Weight signals with a deterministic, inspectable on-device model.
- 3. Adapt
Rewrite emphasis and reorder modules only when confidence is sufficient.
- 4. Explain
Expose each signal, score, and decision in the sidebar.
Optimization guardrail
Adaptive pages should never hide critical information, change prices, infer sensitive traits, or create inaccessible layouts. Test every variant, cap adaptation frequency, and always provide a stable baseline.
Practical AI systems
Design adaptive experiences that remain fast, private, and understandable.
HerbDev helps teams evaluate embedded AI opportunities, build production-ready prototypes, and add measurable intelligence without turning the product into a black box.