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Guide · Quality

Cite sources properly

How Chaptrix makes every claim checkable — so your non-fiction earns trust.

Guide · Quality 9 min read
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Non-fiction lives on credibility. A single invented source can destroy it. This guide explains simply how Chaptrix secures citations before they reach the book.

The problem with “hallucinations”

AI models can invent sources that never existed — plausible-sounding titles, authors and years. For a serious book that’s a no-go. So Chaptrix doesn’t rely on the model’s memory; it checks.

Look it up first, then write (RAG)

Through RAG the agent writes from real sources: your uploaded documents and verified databases. Instead of “remembering” a figure, it pulls it from the reference. So every statement has a source from the start.

Automatic verification

Every scholarly citation is additionally checked against open academic databases like Crossref and OpenAlex. Does the source really exist? Do author, title and year match? Anything unconfirmed is flagged by Chaptrix before you publish.

  • Sources from your material, not thin air

  • Cross-check against Crossref & OpenAlex

  • Flagging of unconfirmed citations

  • A clean bibliography at the push of a button

Trust is the hardest currency in non-fiction — and the only one you can’t fake.

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