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Credibility Doesn’t Exist Without Journalism

Dan Nottingham
Dan Nottingham

There’s a moment I keep coming back to when people raise concerns about AmICredible.

It usually starts with a fair question: Isn’t this just another layer between readers and newsrooms? Another intermediary. Another abstraction. Another step away from the reporting itself.

The instinctive response is to explain features or safeguards. But the more honest response is simpler - and much more important.

AmICredible doesn’t work without journalists.

That may sound obvious, but it’s a truth that technology often treats as incidental. AmICredible doesn’t witness events. It doesn’t interview sources. It doesn’t sit through court hearings or pore over public records late into the night. It doesn’t take the professional or personal risks that serious reporting requires.

It evaluates what already exists because a journalist reported it.

When AmICredible assesses a claim or a headline, the underlying information almost always traces back to reporters. Sometimes many reporters. Depending on the topic, it may involve investigative work, beat reporting, foreign correspondence, or careful science journalism. Without that work, there is nothing to score, nothing to contextualize, nothing to compare.

If professional journalism disappeared tomorrow, the impact would be widespread and the free flow of credible information we all take for granted would stop entirely. That reality reframes the conversation.

This isn’t about journalism as a nice-to-have or attribution as a courtesy. It’s a dependency, and dependencies create both obligations and opportunities. Obligations to support the industry in ways that make credible work visible. Opportunities to provide clear attribution with named links back to the sources that provided the news. Not a footnote or a hidden link, a truly visible one intended to drive traffic back to the source.

For years, technology platforms have treated journalism as raw material. Content flows in, engagement dictates visibility, and the value of that content is extracted into sound bites. Over time, that extraction diffuses the sources of information, very institutions producing the work. Today, most platforms are not explicit enough about where the content comes from in the first place.

Technology by itself doesn’t inherently “know” what’s true in the way a human knows something because they found it. But, it can help people see which organizations and reporters have earned trust over time.

But it can only do that if journalism exists.

Credibility as a Proactive Tool in Journalism

Most tools that try to address credibility today start with a claim. Someone says something. A post goes viral. A quote circulates. The tool steps in to judge whether that claim holds up. That framing puts credibility in a defensive posture, reacting after the fact, correcting the record, chasing misinformation downstream.

But journalism doesn’t work that way.

Journalism starts with an idea. With reporters deciding what is news and the story to tell. With editors deciding what is worth publishing. With headlines that condense weeks or months of work into a single line that asks readers to trust it.

In this scenario, readers scan a headline that maybe looks surprising, provocative, or even wrong. Then, they see it is paired with a visible credibility score that says, quietly but clearly: this isn’t clickbait. This headline is supported by evidence. The score doesn’t replace the headline. It changes how the headline is received.

For readers, that shift is subtle but powerful. Skepticism doesn’t disappear, it sharpens. I wouldn’t have believed this, but the credibility score suggests it deserves my attention. Credibility signals become an invitation to read, not a verdict that ends the conversation.

For newsrooms, the implications are even more important. Credibility review happens before publication, not after. Editorial judgment is reinforced, not second-guessed. Outlets that invest in verification and resist sensationalism are visibly rewarded even when the truth they report is uncomfortable or unpopular.

And crucially, the focus moves away from individuals chasing attention by posting online, and towards the institutions and journalists who are willing to stand behind their work.

That’s where AmICredible has to live. Not as an authority above journalism, but as a lens that points back to it. Every credibility signal should send readers outward. To the story. To the outlet. To the reporter. To the work itself.

The danger isn’t that people will trust journalists too much. The danger is that they’ll forget where truth actually comes from. AI summaries and social feeds have already blurred that line. A tool that replaces journalism with an overview only accelerates the erosion.

Truth isn’t generated by systems. It’s uncovered by humans, documented carefully, and tested over time.

AmICredible exists because journalism exists. That isn’t a slogan. It’s a constraint and a partnership. And, journalism is supported by us here at AmICredible.

Credibility, done right, doesn’t compete with journalism. It helps people discover it again.



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