How we work

Editorial policy

Useful guidance should make its evidence, assumptions and limits clear. This policy applies to every launch guide.

Scope and independence

GAGE covers water purifiers, filtered drinking-water dispensers and portable air purifiers for Malaysian workplaces and shared facilities. Launch content excludes third-party commercial branding, promotional prices, supplier links, affiliate links, sales buttons and quotation enquiry forms.

Sources and technical claims

We use primary technical and public-authority sources for factual claims and link them in each guide. International guidance is identified by its origin and is not presented as Malaysian law. Residential technical principles are distinguished from clinical requirements and industrial exposure controls. Local requirements and equipment-specific instructions must be checked for the actual site.

Examples and editorial tools

Calculations, sample schedules and comparison values are hypothetical unless explicitly stated otherwise. Each worked calculation states its assumptions and units. They are planning aids, not product tests, performance guarantees, pricing evidence or prescribed universal targets.

Authorship and fictional profiles

Launch articles are attributed to GAGE Editorial. All ten sector profiles are fictional planning personas used to organise editorial coverage. Their names do not establish verified jobs, qualifications, employers or experience. Public bios describe coverage focus only.

AI-generated content and imagery

GAGE’s articles and images are generated using AI. Linked sources help readers check the technical context; AI-generated content can contain errors, so confirm details against the original sources and your site conditions.

Workplace images are AI-generated editorial illustrations with realistic photographic styling. They show generic unbranded equipment and are not evidence of a real installation or field test. A site-wide footer disclosure explains the AI-generated nature of our content and images. Profile portraits are AI-generated images of fictional personas, not photographs of real contributors.

Dates, review and corrections

Launch content was prepared on 9 November 2026, with source checks on that date. Publication dates are stored with each article. An updated date should be added only after a substantive revision; routine design changes do not change an article’s date. When correcting content, retain its permanent URL and explain material changes in a visible revision note.

Before publication and future revisions

Check source support, calculations, internal links and brand-free wording. Review specialist operational limitations for clinics, care centres and factory staff rooms. If evidence is uncertain, identify the uncertainty rather than inventing a statistic, testimonial or credential.

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