March 2026

We scanned 13 articles from major publications

Anonymous results from running Byline Pro's full pipeline against real articles from leading tech, payments, and retail publications.

13
Articles scanned
110
Claims checked
4
Errors found
90%
Links healthy

What Byline caught

Factual error

Executive title wrong in a leading payments publication

The article referred to a well-known executive as "CEO" of a major private equity firm. He is actually the Chairman. The current CEO is a different person entirely. This is the kind of error that reads as plausible, which is exactly why it slips through.

Factual error

Date and day-of-week mismatch in a source citation

An article cited a source as reporting on "Wednesday (March 11)" but the date and day did not align. Small errors in attribution undermine the credibility of the entire piece.

Partially accurate

Acquisition claim with incorrect company name

A SaaS publication stated a company acquired a specific startup, but the acquisition target name was wrong. The revenue figure cited could not be independently verified either.

Overall finding

Most publications scored well

10 of 13 articles had zero factual inaccuracies. Major publications generally maintain strong editorial standards. The errors we found were subtle, the kind that come from speed, not carelessness. A systematic scan catches what a third read-through misses.

Anonymous leaderboard

All publication names removed. Scored on fact accuracy (50%), link health (25%), readability (15%), and source density (10%).

Category Claims Errors Links Broken Grade
Ecommerce 7 0 5 0 A-
AI / Tech 12 0 3 0 A-
Retail 6 0 5 1 A-
Payments / Fintech 5 0 10 0 A-
Tech News 9 0 5 0 A-
Retail 3 0 4 0 A-
Payments 9 0 2 0 A-
Retail 12 0 9 0 A-
AI / ML 12 0 6 0 A-
Payments / Fintech 4 0 7 1 B+
Retail / Commerce 10 0 3 0 B
SaaS / VC 14 1 0 0 B
Payments / Fintech 7 2 14 0 C+

How we score

50%

Fact-check

Every claim extracted and verified against sources

25%

Link health

Every URL checked for broken links and redirects

15%

Readability

Grade level, sentence length, paragraph structure

10%

Source density

Ratio of cited sources to factual claims made

Run this on your own articles

The same pipeline that caught a major publication calling a Chairman "CEO" is available to you right now. Scan your next article before you hit publish.

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