How to Automate Lead Follow-Up Without Sounding Automated

Description and use

Automated drafting with manual approval boosts reply rates from 12 % to 28 % and reduces effort to 10 seconds per email.

Problem

Reps struggle to send timely follow‑up emails, leading to cold leads and stalled deals.

Outcome

Consistent drafted follow‑ups increased reply rates from ~12% to ~28% and shortened response times to five days.

Workflow

• 1. Trigger when a deal is idle past a threshold (default 7 days).
• 2. Pull context: company, contact, last note, amount, stage, days quiet.
• 3. Send context to a model API to draft a short follow‑up (max 4 sentences, one specific reference, one concrete next step).
• 4. Deliver draft to the rep with an approve action in their existing workflow tool.
• 5. Rep reviews, edits if needed, and approves.
• 6. Approved draft is sent from the rep’s mailbox and logged in the CRM.

Evidence

A rep writing follow‑ups by hand manages about 20 a day; reviewing and approving drafts they manage 80 with the same personalisation.

Source

Ten seconds per email instead of ten minutes, and the person whose name is on it still read it before it went.

Source

On the B2B system in our case study, 60-80 drafts a week. Reply rate moved from around 12% on manual, inconsistent follow‑up to around 28% on consistent drafted follow‑up.

Source

The approval step helps here too: a human seeing each message is a meaningful difference from bulk sending, both in how it is received and in how it is characterised.

Source