Anticipating & suggesting completion actions without disrupting user's workflow.
Overview
Auto complete is an invisible layer in your product to support users, especially during repetitive tasks. The LLM observes patterns of what the user is doing and interjects at the right time to suggest the next steps. Quickly completing the task. It’s like a smart digital butler that saves you time, makes things easier, and helps you get things done faster. When it works well, it can feel almost like magic.
User intent
Getting result faster
Macro trend
Agentic
Why auto-complete matters?
We’ve all faced boring, repetitive tasks and wished the computer could just finish them for us. Call it or efficiency or laziness, Bill Gates would be ready to hire. Efficiency should be a guiding principle for modern apps.
Predictive, or in simple terms, auto completion powered by AI, increases efficiency by recognising patterns and offering to finish partially completed tasks. The key is invisibility: these AI assistants don’t demand attention; rather, they quietly blend into the workflow, providing help exactly when it’s needed most.
This approach respects user control while reducing mental effort, creating interfaces that feel helpful and responsive rather than demanding.
Great apps anticipate.
That’s the bar now.
Examples
Google Sheets’ AI
auto-detects when you’re combining data from two columns and suggests filling the rest automatically with the right formula. It can also observe values in one column, like reviews, to suggest matching values in another, such as star ratings. This saves time, reduces errors, and is a great delight for users who are on scale.

Screenshot of Google Sheets UX / Source: aiverse
In Gmail
, when you start typing some standard sentences like “I look forward to hearing from you,” it suggests sentence completion, like “soon,” in light gray color. You can press Tab to accept it and keep typing.
This is a great example of invisible UX, which helps you exactly when you need it.

Screenshot of Gmail's UX / Source: aiverse
We're moving from actions "by you" to "for you & with you".
Auto-complete is just the start. Future interfaces will feel like a true thought partner; quiet, fast, and always in sync.

"I've gotten a ton of value out of aiverse over the last year!"
Dave Brown, Head of AI/ML at Amazon

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