Methodology & AI disclosure

Every editorial piece is bylined to a licensed insurance producer. The byline links to a bio page with verifiable NPN and state license numbers. Articles without verifiable authorship are not published.

• Research synthesis (search + summarization of public sources)
• First-draft generation (subsequently edited by the bylined author)
• Humanizer pass to remove AI tells and tighten prose
• Schema generation (JSON-LD per page type)

• Final editorial pass before publish
• Compliance review for any claim about specific carriers, rates, or products
• Last-reviewed date stamp on every published article

Every article includes a last-reviewed date stamp. If you see an article more than 12 months old without a re-review, treat the specific carrier, rate, or compliance details as potentially stale and verify with our team.

Email corrections@legacycore.io. We publish a correction note inline on the affected article and update the last-reviewed date.