The MapDemand GenerationEnrichment

Enrichment

Filling the profile with what personalization needs.

Workflow

Step 1Shortlisted

No playbook note for this step yet — the workflow stands on its own.

Why it matters

  • 6454

Best practices

  • Enrich only the shortlist, not the whole raw list — save cost and noise.
  • Map decision-makers, not just the initial contact.
  • Capture challenge/context data that feeds the angle.
  • Validate enriched fields (email, title) before sending.

Common mistakes

  • Enriching everything "just in case" — cost without signal.
  • Assuming title = role. Buying influence matters more than sign-off.
  • Ignoring the technical/deployment context that sales reps actually use.

Key questions

  • Who is the buyer, who influences, who blocks?
  • What do we know about their stack and pain?
  • Is the email deliverable?

Agents that drive this

QualifierHygiene

Tools we use · alternates in [ ]

Bitscale[ Clay, Clearout, Enrow ]Clay[ Bitscale, Enrow, Insycle ]Apollo[ ZoomInfo, Lusha, Cognism ]