Confirm material and task scope
Potential clients have cards, meeting notes and interest records. Establish permitted purposes, outreach responsibility and existing records. Possessing contact details does not authorize unlimited marketing.
Possible deliverables
Within permission, organize people, companies, original statements, sources and unresolved items. Supply deduplicated lists, grouping reasons and questions. AI may draft follow-ups; clients confirm recipients, content and channels before contact. Providers do not send messages independently.
Accept a trial through specific checks
Discuss anonymized examples, then trial a client-selected subset. Check mistaken merging, conversation misclassified as buying intent and retained withdrawal or do-not-contact notes. Deliver corrections as well as errors instead of only a lead score.
Costs and sustainability
Identification and context may dominate generation. Clarify lawful purposes, provenance and actual follow-up owners if missing. Related: interview data minimization.