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Get Started Free →Track sent messages awaiting responses across communication channels
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-07 | ✗→✓ | ▲ Improved | -60% | 0% |
| case-12 | ✗→✓ | ▲ Improved | 6% | 0% |
| case-06 | ✗→✓ | ▲ Improved | -46% | 0% |
| case-08 | ✗→✓ | ▲ Improved | -50% | 0% |
| case-11 | ✗→✓ | ▲ Improved | -37% | 0% |
Track messages sent on external channels (email, Slack, WhatsApp, etc.) that are awaiting a response.
Each follow-up moves through these states:
When expected_response_hours is set, the follow-up automatically becomes overdue after that window. If a contact_id is provided, the contact's importance score can inform grace period decisions.
Follow-ups can be resolved in two ways:
followup_list with overdue_only: true to find conversations that need attention.reminder_schedule_id to link a recurring reminder schedule to a follow-up.Other measured skills in the registry, with their headline benchmark lift.