Quality-assertion adjectives
- Id
- quality-assertion-adjective
- Status
- Contested
- Severity
- low
- Detection
- deterministic
- Evidence grade
- corroborated
- Languages
- en
- Added
- 2026-08-15
- Updated
- 2026-08-17
Credible people dispute that this signals anything at all.
What it is
Adjectives that assert quality in a slot where the sentence could have demonstrated it. Seamless, robust, comprehensive, versatile, scalable and holistic are the standard product-page vocabulary, and they are also the standard vocabulary of a page written by someone who has not used the product. Contested, because half of these words are terms of art elsewhere. The pattern matches the fixed marketing collocations only, which lets the technical senses through.
Why it reads as machine-made
These adjectives are unfalsifiable in the slot they occupy. A seamless integration cannot be checked and a two-click connection can, so the version with the number in it is the version somebody tested.
Specimens
A robust platform with seamless integration and a comprehensive set of publishing features. Everything is built to work the way you already work, so there is nothing new to learn and nothing at all to configure.
It connects to LinkedIn, X, Threads, Bluesky and Mastodon. Instagram needs a business account. There is no TikTok connector and no date for one.
The repair is a list of what exists, including the gap. The gap is the part that makes it credible.
How it is detected
- Pattern
- \bseamless(?:ly)?\s+(?:integrat(?:e|es|ed|ion)|experience|workflow)\b|\ba\s+(?:robust|comprehensive|holistic|scalable)\s+(?:solution|platform|approach|framework|strategy|suite)\b
- Flags
- gi
- Scope
- sentence
Who writes this way legitimately
Robust is a precise term in statistics, control theory and structural engineering, where a robust estimator has a defined breakdown point and a robust design has a stated tolerance. Scalable has a specific meaning in distributed systems. Holistic is standard in nursing, education and several therapeutic traditions. Product and user-experience writing owns seamless outright, and a designer describing a handoff as seamless usually means they removed a step and can tell you which one. Comprehensive is required in insurance and in the title of a great many reference works. The pattern therefore fires only on the marketing collocations, and a reviewer should check whether the sentence names a mechanism anywhere near the adjective.
Model attribution
No vendor attribution. These adjectives predate the current models by decades in product copy, and their presence in the excess-word set is a statement about frequency change, not origin.
Platform notes
- Quality rating turns on effort, originality and added value. A page of quality adjectives with no demonstrated mechanism is the shape those criteria are written against, whatever produced it.
Status history
| Date | Status | Rationale |
|---|---|---|
| 2026-08-15 | Contested | Contested. Named across four sources including the Kobak excess-word set and the LexA data, and simultaneously the native vocabulary of product marketing, statistics and systems engineering. The word alone signals genre rather than authorship, which is why the pattern is restricted to the marketing collocations. |
Sources
- 01Kobak et al., Delving into LLM-assisted writing in biomedical publications, Science Advances 11(27)peer-reviewedaccessed 2026-08-14
- 02LexA-Index, CC0 per-language overuse datasetprimary-docaccessed 2026-08-14
- 03vale-ai-tells, 111 machine-checkable rulescommunityaccessed 2026-08-14
- 04Wikipedia: Signs of AI writingcommunityaccessed 2026-08-14
CC BY 4.0 / The AI Tells Index, feedsquad.com/ai-tells