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Pattern by Knoveya

Smart Autocomplete

Knoveya

Offer completion suggestions without taking over typing or hiding the original input.

Design intent

Offer completion suggestions without taking over typing or hiding the original input.

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

Complete a known document title after a short prefix.

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.
  • Acceptance is deliberate and rejected suggestions do not return aggressively.
  • 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. Acceptance is deliberate and rejected suggestions do not return aggressively.