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Expert Opinion · September 29, 2026 · 1 min read

What Changed in How We Handle Expert Opinion This Year

Our approach to expert opinion content has evolved since we started. Here's what changed and why.

What Changed in How We Handle Expert Opinion This Year

Our practices for handling expert opinion contributions have shifted meaningfully, and the specific changes are worth naming.

We tightened our credential verification process

Early on, our verification of contributor expertise wasn't always as thorough as we're now comfortable with. We've made independent verification a more consistent, formal step before publication.

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We started declining more pieces over unverifiable expertise

We're now more willing to decline genuinely interesting contributions when we can't adequately verify the underlying expertise claim, a tradeoff we weren't always willing to make earlier.

We got more transparent about contributor backgrounds

We try harder now to disclose relevant context about a contributor's professional background and potential conflicts of interest directly within the piece itself.

Why this evolution matters

Expert opinion's credibility depends entirely on the underlying expertise being genuine, and we think tightening our verification standards, even at the cost of some interesting content, is worth stating explicitly.

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AIBW Desk
Contributing Analyst

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