Prior-audit context & disputes

AdLift is designed to get better over time. Each new audit reads the prior-audit context — what earlier audits found, what you accepted or disputed, and the notes in your journal.

What prior context includes

• Earlier findings and recommendations and their outcomes.
• Your feedback — annotations and journal entries marking things as done, deferred or not applicable.
• Disputes — places where you disagreed with the AI''s read.

How it changes the next audit

• It avoids repeating advice you already rejected or completed.
• It respects your decisions — a recommendation you marked as intentional will not be re-raised as a problem.
• It can follow up — checking whether a previously recommended fix actually moved the metric.

Your part

The more you engage with the journal — confirming wins, correcting mistakes, deferring the not-now — the more the platform tunes to your account and the less noise you see in future audits.