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AI sentence completion: what a sentence completer does, and how to use one

“Sentence completer” describes two quite different tools: a web page that writes endings for text you paste in, and a completer that works inside the app while you type. Which one you want depends on the job.

By Published 7 min read

Short answer

An AI sentence completer is a tool that uses a language model to finish a sentence you have started. Web-based sentence finishers take pasted text and return several possible endings. Inline sentence completers work inside the app you are typing in: they show the likely rest of the sentence as grey text at the cursor, and a key press accepts it. For everyday email, chat and notes, the inline kind is faster because you never leave what you are writing.

The two kinds of sentence completer

Search for an “AI sentence completer” and you will mostly find web pages with a text box: paste the start of a sentence, press a button, and get several possible endings back. That is one kind. The other kind has no box at all. It works inside whatever you are already typing in, and shows the likely rest of the sentence in grey at the cursor as you go.

Web sentence finishers compared with inline sentence completion
Web sentence finisherInline sentence completer
Where it worksOn its own web pageIn the app you are typing in
How you use itPaste text, press a button, copy a result backKeep typing; press Tab to accept
What it returnsSeveral alternative endingsOne likely continuation, updated as you type
Best forBrainstorming, stuck sentences, marketing linesEveryday email, chat, notes and code comments
Your text goes toThe site's serverDepends on the tool; on-device ones keep it local

Which one to use

Use a web finisher when you are stuck and want options to choose from: a headline, an opening line, a closing sentence you have rewritten five times. Use an inline completer for everything else, because the cost of a web tool is the round trip. Copying text out of an email, into a website and back again takes longer than typing the sentence, which is why sentence completion only becomes a daily habit once it lives where you write.

How to complete sentences with AI on a Mac

The quickest free option is already on your Mac: inline predictive text suggests the next word or two in grey, and Space accepts it. For whole-sentence completion that uses the conversation around the field, a system-wide app does the job. With WeType, the steps are:

  1. Install the app and grant two permissions

    Download WeType, drag it into Applications, and allow Accessibility and Input Monitoring when it asks. They let it read the field you are typing in and notice the accept key.
  2. Download a model

    Pick one in Settings › Models. The default is a good start; this guide explains the others. The model runs on your Mac, so this is the only large download.
  3. Start a sentence and pause

    Type in any app, in Mail, Slack, Notes, a browser or an editor, with the cursor at the end of the line. After a moment the rest of the sentence appears in grey.
  4. Take it a word at a time

    Tab accepts the next word, the key above Tab accepts the whole suggestion, and Esc dismisses it. Or just keep typing.

What completions look like

A few illustrations of the kind of continuation a small on-device model produces. The suggestion is the grey part after the cursor.

Slack

#launch · Is the build ready for QA?

Almost. I just need to fix the last failing test and then I'll share it.

What you typed, then the suggestion in grey. Tab takes the next word.
Notes

Things to bring on Saturday: sunscreen, water bottles, snacks and a spare phone charger.

What you typed, then the suggestion in grey. Tab takes the next word.
Terminal

git commit -m "Fix the date picker so it no longer resets when the month changes"

What you typed, then the suggestion in grey. Tab takes the next word.

Notice what the model is doing: it is not being clever, it is being likely. That is exactly what makes it useful for the predictable parts of writing, and why it is no substitute for deciding what you mean.

Getting better completions

  • Give it a head start. A completer can only continue what is there. The first clause of a sentence carries most of the information about where it is going.
  • Let it see the conversation. Completions fit much better when the model can read the message you are replying to. In WeType that is the “surrounding context” setting, which needs a model of about 1.5 GB or more.
  • Pin the language if you write in more than one. WeType can hold completions to any of 15 languages instead of guessing on a short field.
  • Steer it with an instruction such as “keep it short” or “British spelling”. Larger models follow these more closely.
  • Accept partially. Taking three words and typing your own ending is often the best use of a suggestion.

What it cannot do

An AI sentence completer predicts; it does not know. It will suggest a meeting time that sounds right but is wrong, or a name from the wrong thread. It drifts toward common phrasing, which is fine in a status update and bland in an essay. And it only works where it can read the text, which on a Mac means real text fields rather than apps that draw their own text on a canvas.

Questions

Can AI finish my sentences in any app?
Yes, with a system-wide tool. On a Mac, an app such as WeType reads the text field you are typing in through the macOS accessibility layer, so it can suggest the rest of your sentence in Mail, Slack, Notes, a browser or a code editor without a plugin for each one.
Is there a free AI sentence completer?
Several. Web-based sentence finishers are usually free to try, and macOS has free built-in inline predictions for short phrases. WeType is a paid app with a free 5-day trial of 100 accepted words a day, after which it costs $20 once or $6 a month.
Does an AI sentence completer write for me?
Only as much as you let it. An inline completer offers a few words at a time and you accept them word by word, so you stay the author. A generator that writes whole paragraphs from a prompt is a different kind of tool.

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