Filler Phrases That Scream AI

· patterns

Filler phrases are the verbal equivalent of buffering. They announce that writing is about to happen without saying anything. AI models produce them because training data rewards polite, complete-seeming answers. Readers experience them as delay.

Classic filler openers

You recognize these:

They sound professional until you delete them and nothing breaks.

Before: When it comes to onboarding, it is important to note that clarity helps new hires succeed.

After: New hires succeed when we spell out who approves access requests in week one.

Why filler clusters in AI text

Models learn discourse markers from blogs, slides, and forums where writers warm up before the point. In short answers, that warmup is wasteful. In long answers, it compounds—paragraph after paragraph starting with throat-clearing.

Detectors treat some markers as features because they appear disproportionately in synthetic training slices. Humans simply stop reading.

The deletion test

For each opening clause, ask: if I remove the first ten words, does the sentence still work? If yes, cut them.

Filler Often fine replacement
In order to to
Due to the fact that because
It is worth mentioning that (delete)
As a matter of fact (delete)
The fact of the matter is (delete)

Sometimes you keep a marker for tone in speech-like genres. Most workplace writing improves without them.

Before and after in email

Before: I wanted to reach out to touch base regarding the timeline, as it is important to ensure we are all aligned moving forward.

After: Can we confirm the timeline by Thursday? I need to schedule QA.

Directness is not rudeness. It is respect for attention.

Layered filler

Worse than single phrases is stacking: “In today’s fast-paced business environment, it is crucial to understand that…” Three layers of nothing. Replace the whole stack with one claim.

REhume and similar tools often target filler because it is easy to pattern-match. Review suggestions carefully—occasionally a marker signals politeness you want to keep in client-facing notes.

Building a lean habit

Write the point first in ugly shorthand. Expand with evidence. Add courtesy last, in one line, if needed.

Filler phrases scream AI because they scream template. Your voice starts where the template ends.

Filler in transitions

Models bridge sections with empty pivots: “With that in mind,” “Having said that,” “That being said.” Often the second section can start cold.

Before: With that in mind, let us now turn our attention to security considerations.

After: Security requirements changed after the March audit.

Measuring filler load

Sort sentences by word count in your editor mentally. If many openings share the same 6–10 word throat-clearing shape, batch-delete in one pass.

Non-native writers and false positives

Careful formal English can resemble AI filler because textbooks teach the same phrases. The fix is not slang—it is specificity. Concrete detail distinguishes diligent human prose from empty model politeness.

REhume targets high-frequency openers; combine it with your own subject-matter sentences so the draft does not become bland in a different way.

Closing thought

Every filler phrase is a small delay before the point. Readers forgive one. They stop trusting at ten. Cut early; add courtesy back only where relationships require it.

Filler in conclusions

Models often restart throat-clearing in the final paragraph: “In closing, it is worth reiterating that…” Delete and state the final claim once.

Pair filler removal with generic conclusion cuts for a stronger ending in one editing session.