PRODUCT SURFACE / MODEL GATEWAY / ACTION LAYER
PRODUCT UI
MODEL GATEWAY
TOOL CALL
FEEDBACK
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Work / 07 / Product System

AI Product Feature Layer

For product and technical teams that want to add AI features into an existing website, portal, or internal application.

Product Moment

AI has to sit inside the product, not beside it.

Use it when the product can become more useful with AI search, summarization, recommendations, generation, or guided actions, but the feature needs to feel clear and safe.

USER ACTION TO FEEDBACK LOOP
SURFACE
MODEL
ACTION
FEEDBACK
1234

Build

AI feature flow inside an existing product
Prompt, retrieval, and action layer
User controls for review, edit, retry, and feedback
Testing plan for quality, safety, and usefulness

Outcomes

More useful product workflows
Clearer AI user experience
Safer launch path
Better product feedback loops

Controls

User confirmation before actions
Feature quality testing
Feedback and retry states
Monitoring for weak outputs

Next Step

Share the workflow you want to improve.

Send the current process, tools, documents, and the result you want. EOF will help shape a practical path from idea to working AI system.