Understand public discussion without mistaking a mention count…
Research & strategy · Example outcome
The handoff
A private permitted public references, source links, and tentative reputation themes review draft with source checks, uncertainty notes, and human approval status.
Keep in mind
Public posts remain subject to privacy, access, and reuse limits, and sentiment can miss sarcasm or context. Minimize identifying details, verify quotations at their source, preserve uncertainty, escalate credible safety or crisis concerns to a person, and require approval before quoting, replying, or making a public claim.
