Docs fix — style: path /solutions/search/vector — 7 pages

Generated by `gh-aw-docs-style-sweep` for `elastic/docs-content` on 2026-W24.

Path /solutions/search/vector · 7 total in scope · subtree corpus 7 pages.

## Findings (21)

```yaml
- file: solutions/search/vector/knn.md
line: 421
category: accessibility
severity: high
evidence: "'In the example above' — Elastic.DirectionalLanguage violates accessibility guidelines"
suggested_fix: |
In the preceding example

- file: solutions/search/vector/vector-search-use-cases.md
line: 102
category: accessibility
severity: high
evidence: "'The steps below' — Elastic.DirectionalLanguage violates accessibility guidelines"
suggested_fix: |
The following steps

- file: solutions/search/vector/bring-own-vectors.md
line: 167
category: formatting
severity: medium
evidence: "': i' — Elastic.HeadingColons rule: capitalize after colon in headings"
suggested_fix: |
: I

- file: solutions/search/vector/dense-versus-sparse-ingest-pipelines.md
line: 207
category: voice-tone
severity: medium
evidence: "'search!' — Elastic.Exclamation rule: use exclamation points sparingly"
suggested_fix: |
search

- file: solutions/search/vector/knn.md
line: 52
category: formatting
severity: medium
evidence: "': a' — Elastic.HeadingColons rule: capitalize after colon in headings"
suggested_fix: |
: A

- file: solutions/search/vector/knn.md
line: 130
category: word-choice
severity: medium
evidence: "'prior to' — Elastic.Wordiness rule recommends 'before'"
suggested_fix: |
before

- file: solutions/search/vector/knn.md
line: 824
category: grammar
severity: medium
evidence: '"metadata.value". — Elastic.QuotesPunctuation rule: punctuation should be inside quotes'
suggested_fix: |
"metadata.value."

- file: solutions/search/vector/knn.md
line: 1220
category: word-choice
severity: medium
evidence: "'and higher' — Elastic.Versions rule: use 'and later' for version references"
suggested_fix: |
and later

- file: solutions/search/vector/bring-own-vectors.md
line: 41
category: word-choice
severity: low
evidence: "'simple' — Elastic.WordChoice suggests more precise alternatives"
suggested_fix: |
basic

- file: solutions/search/vector/bring-own-vectors.md
line: 172
category: voice-tone
severity: low
evidence: "'my' — Elastic.FirstPerson rule: use first-person pronouns sparingly"
suggested_fix: |
Review usage and consider third-person alternative

- file: solutions/search/vector/bring-own-vectors.md
line: 183
category: word-choice
severity: low
evidence: "'simple' — Elastic.WordChoice suggests more precise alternatives"
suggested_fix: |
basic

- file: solutions/search/vector/dense-versus-sparse-ingest-pipelines.md
line: 55
category: voice-tone
severity: low
evidence: "'my' — Elastic.FirstPerson rule: use first-person pronouns sparingly"
suggested_fix: |
Review usage and consider third-person alternative

- file: solutions/search/vector/dense-versus-sparse-ingest-pipelines.md
line: 259
category: word-choice
severity: low
evidence: "'may' — Elastic.WordChoice suggests 'can' or 'might' for clarity"
suggested_fix: |
can

- file: solutions/search/vector/knn.md
line: 421
category: word-choice
severity: low
evidence: "'hit' — Elastic.WordChoice suggests 'select, press, visits' depending on context"
suggested_fix: |
result

- file: solutions/search/vector/knn.md
line: 571
category: word-choice
severity: low
evidence: "'simple' — Elastic.WordChoice suggests more precise alternatives"
suggested_fix: |
basic

- file: solutions/search/vector/knn.md
line: 647
category: grammar
severity: low
evidence: "semicolon — Elastic.Semicolons rule: use semicolons judiciously"
suggested_fix: |
Consider splitting into two sentences or using a conjunction

- file: solutions/search/vector/knn.md
line: 1224
category: word-choice
severity: low
evidence: "'may' — Elastic.WordChoice suggests 'can' or 'might' for clarity"
suggested_fix: |
can

- file: solutions/search/vector/knn.md
line: 1321
category: word-choice
severity: low
evidence: "'simply' — Elastic.WordChoice suggests 'efficiently' as more precise"
suggested_fix: |
efficiently

- file: solutions/search/vector/vector-search-use-cases.md
line: 47
category: word-choice
severity: low
evidence: "'hit' — Elastic.WordChoice suggests 'select, press, visits' depending on context"
suggested_fix: |
result

- file: solutions/search/vector/vector-search-use-cases.md
line: 62
category: word-choice
severity: low
evidence: "'may' — Elastic.WordChoice suggests 'can' or 'might' for clarity"
suggested_fix: |
can

- file: solutions/search/vector/vector-storage-for-semantic-search.md
line: 338
category: word-choice
severity: low
evidence: "'may' — Elastic.WordChoice suggests 'can' or 'might' for clarity"
suggested_fix: |
can
```

## Done when
- All listed lines pass the Elastic style guide rules cited.
- A PR addressing this issue is merged.

## Notes
- Skipped `Elastic.MappedPages` warnings (frontmatter metadata, not content).

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