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Pattern by Knoveya

Smart Bundles

Knoveya

Recommend item combinations with explicit total cost and reasons for inclusion.

Design intent

Recommend item combinations with explicit total cost and reasons for inclusion.

When to use

Use this pattern when its control or information directly helps the current task. Start with a real user scenario rather than adding an AI-themed affordance by default.

Example

Inspect why an accessory was added to a proposed bundle.

This is an illustrative Knoveya scenario, not a claim about a particular shipped product.

Implementation checklist

  • Define the trigger, visible state, allowed action, and completion condition.
  • Optional items can be removed without losing the main purchase.
  • Cover missing input, unavailable permissions, interrupted work, and partial results where they apply.
  • Keep keyboard focus, labels, and recovery behavior understandable without motion.

Trade-offs

Extra controls or explanations add reading and decision effort. Prefer the smallest presentation that exposes the relevant consequence. Do not display a guarantee, metric, or permission that the underlying system cannot enforce.

Verify

Reproduce the example with synthetic data and deliberately trigger its failure path. Optional items can be removed without losing the main purchase.