← Viktor Madič

Fact-checking

81

links verified in a 32-page client deck, built in 3 h 10 min.

AI drafts sound right and can be wrong.

Every claim is checked against its primary source before anything goes to a client. I hold my own analyses to the same standard: in a market analysis a second agent tries to refute every claim, and the refuted theses stay in the report.

How it works

  1. Claude Code draftsfrom my brief
  2. List every claim and link · Claudeone row per claim
  3. Open each source · Claudethe source, never my own deckFrom: primary sources: registers, statistics, official company pages
  4. One verdict per claim · Claudeconfirmed, adjusted, did not hold
  5. I read the tablefix or cut what failed
  6. Regression checkrefuted sentences must not returnTo: the deck goes to the client with its links verified
Solid box: rules and code. Dashed box: Claude. Yellow box: a person decides.Steps marked Claude are done by Claude. The rest is rules and code. Yellow is where a person decides.

What broke and what I changed

  • After a deck went out, third parties refuted several of its claims.

    One had passed as “fine” because I had compared it with my own deck instead of the source. Now every claim is checked against the primary source, and every refuted sentence goes into a regression test so it cannot come back.

  • Checking a new deck exposed mistakes in my reference list and in a deck that had already gone out.

    The reference list is fixed, and a regression test covers it.

Guardrails

  • Nothing goes to a client until every claim has a verdict and a source.

    I read the verification table myself before a deck is sent.

  • A claim is checked against its primary source, never against another document of mine.

  • References come only from the approved public list.

    A regression test fails if a sentence that was once refuted comes back.

  • Facts are kept apart from estimates.

    An estimate is labelled as one, and quotes come only from sources I have saved.

Numbers

81
links verified in one client deck
32
pages in that deck
3 h 10 min
from an empty folder to the finished PDF
4 rounds
in my market analysis, with a second agent trying to refute every claim