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AI fact checking: how Skryvo verifies every claim
Every article Skryvo writes starts from pages it read, cites the page behind each figure and removes any figure no source states. Then each cited sentence is compared with its source, and the rest are checked against the web. This page describes that pipeline as it runs today.
Checked against the product on 2 November 2026.
At a glance
- Sources
- Live Google results in the reader's market and language; up to ten full pages read
- Fact ledger
- Facts drawn from those pages, ranked by authority, each with its link
- Figures
- Linked to the page that states them, or removed
- Checks
- Each cited sentence against its source; uncited claims against the web
- Unverifiable claims
- Shown as unverified, disputed or contradicted, never as verified
Where the facts come from
A plan starts with research. Each search has its own job: how practitioners and official bodies answer the reader's question, the field's official source by name, the questions readers ask next, and at most one search for a figure, aimed at the original publisher rather than a statistics roundup.
Skryvo reads ten full pages, at most two from any one site, and follows their links to primary sources. Searches run in the reader's market and language, and pages from the reader's own country come first. Government, university, standards and medical consensus bodies rank highest, the authorities the plan names get a search of their own, and any domain on the brand's never-cite list is left out. Tracking codes are stripped from every address.
A page that does not load in time is skipped, so research works from the pages it could read.
The fact ledger
Each page read becomes a few facts: what it states, a quote, its publisher, its year and its link. The ledger ranks sources by authority and takes up to four facts from each before any source gets more, so an article leans on several good sources instead of one.
The writer cites, code links
The writer never types a link or a figure it was not handed. It refers to a ledger fact, and code puts that fact's link on the words that carry it.
Old data says its year
A fact three or more years old (one year for news) is marked stale, and the sentence that uses it says the year.
Conflicts are kept visible
When two sources give different numbers for the same thing, the fact is marked, and a sentence that uses that number is shown as disputed.
Only where it answers
Each fact goes to the section whose question it answers. A fact that answers none is left out rather than used as filler.
How each claim is checked
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Figures are grounded
A figure a ledger fact states gets that fact's link. A figure no source states, or a cited sentence whose numbers its source does not state, is removed. Two kinds of number stay: a worked example built on your own assumption ("Say the home costs $400,000"), and plain arithmetic on numbers already in the passage.
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The gaps are mended
When a sentence is removed, the section is rewritten so nothing points at the missing text. The rewrite keeps every link and adds no number, or the original stays.
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Cited sentences meet their sources
Each sentence with a link is compared with the fact from that page it restates best: its numbers must match the source's, and its wording must stay close to the source's own.
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Uncited claims meet the web
Claims without a citation get up to three searches. The top two result pages are read, and the verdict comes from those pages alone, citing their addresses.
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One list
The Fact Check card lists every claim once, cited ones first, each with its verdict, a one-line reason and its source.
| Verdict | What it means |
|---|---|
| Verified | The cited source states it, in close wording, with the same numbers. |
| Likely true | The cited source supports the point; its wording differs. |
| Disputed | Another source reports a different number for the same thing. |
| Contradicted | The web check found a source that says the opposite. |
| Unverified | The sentence states a number its source does not, or the web check found nothing on it. |
When a claim can't be verified
Nothing unverifiable is passed off as checked. What happens depends on the claim:
A figure with no source
Removed before you see the draft, and the section around it is mended.
A claim the check cannot confirm
Kept in your draft and marked unverified, disputed or contradicted on the Fact Check card, so you decide. It lowers the article's evidence score.
Fix claims
Rewrites only the flagged sentences from the evidence already gathered: each is corrected, softened or left as it was. Every other sentence stays word for word.
A claim only you can back
The plan asks up to three questions only the author can answer. Your answers go in your own words, and nothing goes in quotation marks that your notes do not contain.
Social posts: the claim check
A post is short and carries no links, so it is checked against what the writer was given: your brief, the brand's facts and the search facts for the topic. Anything a reader would take as fact that none of those back is removed before you see the post:
- a figure, a rating or a customer count
- a warranty, guarantee or returns promise
- a safety, allergen or certification claim
- a billing, shipping or cancellation term, or opening hours
- a customer story or a past event
- scarcity or a deadline
- a compatibility promise or a product feature
The claim check covers figures, sources and product features. It does not judge general statements about how a platform behaves.
The honesty rules
No borrowed experience
Without your notes, the writer never claims first-hand experience, and never says it has none.
Quotes are real
A quotation uses your notes' exact words, attributed to the person who said them.
Examples are labelled
An assumed number opens as your own case ("Say you…") and is never presented as a fact about other people or the market.
The title keeps its promise
A title that counts ("10 tips") gets exactly that many, or the title changes to the count delivered.
Numbers from the right country
Prices, rules and units are the readers' country's, and a figure from elsewhere names the country it describes.
No detector score
The article score has six weighted parts and no AI-detection or human-likelihood number.
What we have measured
We have no measured accuracy rate for the fact-check itself yet, so we do not publish one. These are the measured results for the tools that rewrite your words, from our benchmark run on 26 September 2026:
- The Humanizer rewrote 89 AI drafts in Light mode and kept all 354 facts planted in them.
- Title Rescue shortened 100 real Amazon titles to fit the 75-character cap without adding a word the seller did not write.
Questions about fact-checking
Does Skryvo fact-check every article?
Every article it writes. The research, the fact ledger, the removal of unsourced figures and the Fact Check list are part of the pipeline, not an extra step you turn on.
What does Verified mean?
That the page the sentence cites states the same thing with the same numbers. It means the claim matches its source, not that the source itself is right.
Will Skryvo invent a statistic?
No. The writer can only cite figures from the ledger, and code removes any figure no source states before you see the draft. The one exception is a worked example built on your own assumption, which says so.
Are social posts fact-checked too?
Posts get a claim check instead: anything your brief, your brand facts and the search facts given to the writer do not back, such as a figure, a guarantee or a customer story, is removed before you see the post.
Does Skryvo score how human or AI the writing looks?
No. The article score has six weighted parts and no AI-detection or human-likelihood number.
How does Skryvo's AI fact checker work?
It reads up to ten pages for a topic, keeps a fact ledger of what each page states, cites every figure to its source, then compares each cited sentence with that source and checks uncited claims against the web.
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