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How to fix: Specific numbers vs vague qualifiers

Why this matters

LLMs prefer precise, citable figures. 'Our scan found 23 vulnerabilities' is citable; 'most sites have many issues' isn't. Vague quantifiers (most / many / significant) get skipped in favour of competitors who quote actual numbers.

Background

LLMs prefer precise, citable figures. 'Our scan found 23 vulnerabilities' is citable; 'most sites have many issues' isn't. Vague quantifiers get skipped in favour of competitors who quote actual numbers.

References

LLM citation quality research · Precision-of-language analysis

How to fix

Code snippet for each stack we cover. Pick the one matching your server / framework.

nginx

No server config — content discipline.

apache

Same.

cloudflare

Same.

wordpress

Audit every quantitative claim. Replace 'most', 'many', 'significant' with specific figures. If exact data is unavailable, cite a credible range with a source ('40-60% per X report').

flask

Same.

express

Same.

rails

Same.

Verify it's working

Run grep for vague qualifiers ('most', 'many', 'significant') on your content. <=1 per 500 words is a good rate.

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