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 contact@editnative.com. 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.

Kitchen kit our answers assume

As an Amazon Associate, AskedWell earns from qualifying purchases at no extra cost to you. These are general category suggestions to help you shop, not a specific endorsement. Disclosure.