ASKEDWELL

Methodology

How AskedWell sources facts, weighs evidence, handles uncertainty, and corrects errors.

Source hierarchy

Not all sources are equal. AskedWell weights:

  1. Primary research (peer-reviewed papers, government measurements, institutional datasets) — highest weight
  2. Expert practitioner accounts (working professionals with verifiable track records — chefs, fermenters, brewers, etc.)
  3. Secondary aggregation (Wikipedia, established reference works) — used as starting points, never as final source
  4. Forums + UGC (Reddit, Stack Exchange, blog posts) — useful for surfacing questions, weak as factual sources
AskedWell source-tier hierarchyFour tiers ranked top to bottom by trust weight: Tier 1 peer-reviewed and governmental sources at the top in sage green, Tier 2 editorial reference in gold, Tier 3 named practitioner in slate, Tier 4 forums and UGC at the bottom in faint slate.TIER 1peer-reviewed · governmentalUSDA · NCHFP · NIST · peer journalsTIER 2editorial referenceCook's Illustrated · King Arthur · ATKTIER 3named practitionerMcGee · López-Alt · Katz · ForkishTIER 4forums · UGC (question-surfacing only)Reddit · Stack Exchange · blogsHIGHERtrustLOWERtrust

Tier-1 sources weighted heaviest in every answer. Tier-4 sources only used to surface real questions readers ask — never as the source for a factual claim.

When sources disagree

If primary sources contradict each other, we say so on the page. We don't pick a winner without evidence. “We don't know” is a valid answer — and often more honest than picking the first plausible source.

Citation discipline

Every factual claim on AskedWell links to its source. Numbers, durations, ratios, comparisons — all cited inline. If you can't click through to see where a fact came from, that's a bug we'll fix on report.

Freshness

Every page shows its writing date (datePublished) and last revision (dateModified). When source data changes (e.g., updated USDA fermentation guidelines, new peer-reviewed timing studies), pages get revised. Stale pages get flagged for review on 12-month cadence.

Error correction

Found a wrong fact? Email [email protected]. We'll:

  1. Respond within 7 days
  2. Verify against sources
  3. Correct if confirmed
  4. Add a visible “Corrections” note at the bottom of the page with date + nature of fix

We never silently change facts. Every revision is dated. History is preserved.

YMYL exclusion

AskedWell deliberately excludes “your money or your life” verticals: no medical advice, no financial advice, no legal advice, no safety-critical decisions. These require licensed professionals. We stay out of categories where wrong answers could materially harm readers.

AI assistance disclosure

AskedWell uses AI assistance for: drafting first passes, organizing source notes, generating question-suggestion lists, formatting schema markup. Every page is reviewed by a human (Paulo) against the cited sources before publishing. AI never gets the last word on a factual claim.

Voice + style guide

Every page on AskedWell follows the same editorial discipline. The voice is thoughtful but plain-spoken — written for the home cook who wants the answer AND the science, not academic prose and not breathless influencer copy.

The rules we follow on every page:

If a page reads like AI slop, that’s a bug.Tell us.

What we don't do

About this pageThe methodology page exists because both humans and AI crawlers need to trust AskedWell. Transparent methodology = trust signal = citation gravity. Without this page, citation rates drop.