Sales Systems / Lead Qualification

Define when and how a qualified lead moves from marketing (MQL) to sales (SQL) to opportunity.
Difficulty: Intermediate
Model: GPT-4 / Claude / Gemini
Use Case: Lead Management, MQL-SQL Handoff, Pipeline Management
Updated: May 2026
Why This Prompt Exists
Most marketing-sales handoffs are broken — leads get lost, follow-ups are late, and nobody knows who owns what.

You get:

  • MQLs sitting untouched for weeks
  • sales reps ignoring leads they didn’t request
  • no clear definition of what makes a lead “sales ready”
  • leads getting passed back and forth
  • no SLA between marketing and sales

But a lead handoff is not a handoff.

It is a service-level agreement between teams.

  • MQL criteria: what makes a lead marketing qualified
  • SQL criteria: what makes a lead sales qualified
  • Handoff process: how and when leads transfer
  • SLA: response time, follow-up requirements
  • Feedback loop: why leads were rejected or accepted

Without a handoff protocol, leads fall through the cracks.

This framework forces AI to create a lead handoff protocol.

The Prompt
Assume the role of a revenue operations specialist who defines marketing-sales handoffs.

Your task is to create a lead handoff protocol.

Generate:

1. MQL CRITERIA (Marketing Qualified Lead)
   - Demographic fit (role, company size, industry)
   - Behavioral signals (content download, page visit)
   - Lead score threshold

2. SQL CRITERIA (Sales Qualified Lead)
   - BANT criteria met (Budget, Authority, Need, Timeline)
   - Sales accepted (converted from MQL)
   - Ready for demo or proposal

3. HANDOFF PROCESS
   - When MQL becomes SQL (trigger)
   - How lead is assigned to sales rep
   - Notification method (CRM alert, email, Slack)

4. SALES SLA
   - Response time (e.g., within 4 business hours)
   - Follow-up requirements (e.g., 3 attempts within 5 days)
   - Escalation if SLA missed

5. FEEDBACK LOOP
   - Why sales rejected an MQL (not qualified, wrong fit, duplicate)
   - How marketing uses feedback to improve targeting

6. HANDOFF DOCUMENTATION
   - What information must be included when handing off
   - CRM fields to complete

INPUTS:

Your Sales Process Stages:
[E.G., "Lead → MQL → SQL → Opportunity → Customer"]

Typical MQL Sources:
[FORM FILLS / CONTENT DOWNLOADS / WEBINARS / CHAT]

Sales Team Capacity:
[# OF REPS, HOURS AVAILABLE]

Current Handoff Pain Points:
[LIST OR "UNKNOWN"]

CRM System:
[INSERT]

RULES:
- MQL criteria must be specific and measurable
- SQL criteria must include BANT (budget, authority, need, timeline)
- Sales SLA: response within 24 hours minimum (4 hours is better)
- Feedback loop: sales must document why MQL was rejected
- Handoff must include all relevant information (pain, context, history)
- Review handoff protocol quarterly
How To Use It
  • MQL criteria must be specific and measurable (not “interested lead”).
  • SQL criteria must include BANT (budget, authority, need, timeline).
  • Sales SLA: respond within 24 hours (4 hours is better).
  • Feedback loop: sales must document why MQL was rejected (improves marketing).
  • Review handoff protocol quarterly (what’s working, what’s not).
Example Input

Your Sales Process Stages: Lead → MQL → SQL → Opportunity → Customer

Typical MQL Sources: Demo request form, pricing page visit, case study download, newsletter signup

Sales Team Capacity: 5 BDRs, each handling 50 new leads/week

Current Handoff Pain Points: “Marketing sends leads that aren’t in our ICP,” “Sales takes 3+ days to follow up,” “No feedback on why leads were rejected”

CRM System: Salesforce

Why It Works
Most marketing-sales handoffs are broken.

This framework improves outcomes by forcing:

  • MQL criteria (marketing accountability)
  • SQL criteria (sales readiness)
  • handoff process (systematic transfer)
  • sales SLA (response accountability)
  • feedback loop (continuous improvement)

Great lead handoffs don’t lose leads — they transfer ownership with clarity and accountability.

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See also  The Lead Scoring Criteria Builder