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Editorial policy

How we research, write, and correct our content

Aiseptor publishes research, technical explainers, and comparison content about exam security and AI-assisted cheating. This page explains who writes it, how we cite sources, and what to do if you spot an error.

Who writes our content

Research reports, technical explainers, and most blog posts are written and reviewed by Akshay Aggarwal, Aiseptor's founder, drawing on his background in offensive security and firsthand experience building upskillfinder.com. A separate stream of shorter, auto-generated articles is published under the "Aiseptor Team" byline; these are produced with AI drafting assistance against a fixed set of sourcing rules (below) and reviewed before they go live. We label every post with the byline that actually produced it. See the full team on our company page.

Citation standards

When we cite a statistic, report, or named incident, we link to the original source (the publishing organization's own page, not a blog that references it secondhand) and confirm the linked page actually supports the specific claim before publishing. If we can't verify a source with reasonable confidence, we either don't cite one or we say plainly that a figure is our own estimate or pilot data. We don't fabricate quotes, statistics, or sources, and we don't attribute our own first-hand research (for example, findings from building upskillfinder.com) to a third party.

Corrections

If you find a factual error, a broken citation, or a stat that's gone stale, email hello@aiseptor.com with a link to the page and what looks wrong. We review corrections directly against the cited source and update the page once confirmed. We don't silently edit published claims without a reason; if a correction materially changes a page's conclusion, we'll note it.

AI assistance in our writing process

Some of our research and drafting uses AI tools under direct human review, which given what Aiseptor builds, we think is worth disclosing rather than glossing over. Every published claim is checked by a named author against the standards above regardless of how the first draft was produced.

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