Prompt Details
Model
Chat - (gpt-5.6)
Token size
5,562
Example input
[LEAD_TYPE]: Buyer
[LEAD_INFORMATION]: Sarah M. submitted an inquiry through Zillow. She is relocating to Austin, Texas for a new job and expects to move in approximately 60 days. She is looking for a 3-bedroom single-family home with a budget of approximately $450,000. She has already spoken with a mortgage lender, but formal pre-approval has not yet been confirmed. She responded quickly to the agent's first message and asked to tour three properties this coming weekend. She prefers a reasonable commute to her new workplace. No information is available about other decision makers. She has not opted out of communication.
[SERVICE_AREA]: Austin, Texas residential market
[ADDITIONAL_CONTEXT]: Residential buyer agent serving the Austin metro area and handling single-family homes in Sarah's target price range.
Example output
# LEAD QUALIFICATION REPORT
## 1. Executive Snapshot
Lead: Sarah M.
Lead Type: BUYER
Lead Source: Zillow
Current Status: Active buyer inquiry
Adjusted Qualification Score: 84/100
Confirmed Raw Points: 76/100
Known Maximum: 90
Potential Raw Score Range: 76–86
Data Completeness: 90%
Confidence: HIGH CONFIDENCE
Priority: PRIORITY A — HOT
Recommended CRM Stage: HOT
## 2. Lead Profile
| Field | Information | Evidence Status |
|---|---|---|
| Lead Name / ID | Sarah M. | REPORTED |
| Lead Type | Buyer | CONFIRMED |
| Lead Source | Zillow | REPORTED |
| Location / Service Area | Austin, Texas | REPORTED |
| Property Requested | 3-bedroom single-family home | REPORTED |
| Budget | Approximately $450,000 | REPORTED |
| Financing | Lender contacted; formal pre-approval unconfirmed | REPORTED |
| Timeline | Approximately 60 days | REPORTED |
| Motivation | Relocating for a new job | REPORTED |
| Responsiveness | Responded quickly | CONFIRMED |
| Appointment Status | Requested three property tours this weekend | REPORTED |
| Decision Maker Status | UNKNOWN | UNKNOWN |
| Contact Status | Active; no opt-out reported | REPORTED |
## 3. Qualification Scorecard
| Dimension | Score | Max | Status | Evidence |
|---|---:|---:|---|---|
| Motivation Strength | 15 | 20 | Strong | Relocating for a new job |
| Timeline | 13 | 15 | Strong | Wants to move within approximately 60 days |
| Transaction Readiness | 15 | 20 | Strong | Lender contacted and ready to tour |
| Fit & Feasibility | 15 | 15 | Strong | Property type, market and budget fit supplied agent context |
| Engagement & Responsiveness | 10 | 10 | Strong | Responded quickly and requested tours |
| Need & Criteria Clarity | 8 | 10 | Strong | Budget, location, property type and bedroom count are defined |
| Decision Process / Authority | UNKNOWN | 10 | Unknown | No reliable information |
Confirmed Raw Points: 76/100
Known Maximum: 90
Adjusted Qualification Score: 84/100
Data Completeness: 90%
Potential Raw Score Range: 76–86
## 4. Priority Decision
Priority: PRIORITY A — HOT
Reason: Sarah has clear relocation motivation, a near-term timeline, defined requirements and strong engagement. Financing confirmation and decision-maker information remain the main gaps.
Confidence: HIGH CONFIDENCE
Main Score Driver: Near-term relocation combined with active property-tour behavior.
## 5. Top Positive Signals
1. Moving for a new job within approximately 60 days.
2. Has already spoken with a mortgage lender.
3. Requested multiple property tours.
## 6. Risks, Friction & Uncertainty
1. Formal mortgage pre-approval is unconfirmed.
2. Decision-making structure is unknown.
3. Additional must-have property criteria are not fully documented.
## 7. Missing Qualification Data
- Formal mortgage pre-approval status
- Other decision makers
- Additional must-have property requirements
## 8. Best Qualification Questions
Question: Have you already received formal mortgage pre-approval?
Why It Matters: Clarifies transaction readiness.
Score Area Affected: Transaction Readiness
Question: Will anyone else be involved in choosing or purchasing the home?
Why It Matters: Clarifies the decision process.
Score Area Affected: Decision Process / Authority
Question: Besides three bedrooms, what features are essential for you?
Why It Matters: Improves property-search accuracy.
Score Area Affected: Need & Criteria Clarity
## 9. Recommended Next Action
Primary Action: Confirm financing status and schedule a focused buyer consultation.
Recommended Timing: TODAY
Objective: Validate readiness and finalize search criteria.
What Must Be Learned or Achieved: Pre-approval status, decision makers and must-have criteria.
## 10. CRM Update
CRM Stage: HOT
Priority: PRIORITY A — HOT
Adjusted Qualification Score: 84
Data Completeness: 90%
Next Action: Confirm financing and schedule buyer consultation
Next Action Timing: TODAY
Key Motivation: Job relocation
Primary Barrier: Formal pre-approval unconfirmed
Missing Data: Decision makers and final property criteria
Contact Status: Active
Compliance Flag: NONE
## 11. CRM-READY JSON
{
"lead_type": "BUYER",
"lead_source": "Zillow",
"qualification_status": "Qualified buyer with minor information gaps",
"adjusted_qualification_score": 84,
"confirmed_raw_points": 76,
"known_maximum": 90,
"potential_score_min": 76,
"potential_score_max": 86,
"data_completeness": 90,
"confidence": "HIGH CONFIDENCE",
"priority": "PRIORITY A — HOT",
"crm_stage": "HOT",
"motivation": "Relocating for a new job",
"timeline": "Approximately 60 days",
"transaction_readiness": "Lender contacted and ready to tour; formal pre-approval unconfirmed",
"primary_positive_signal": "Near-term relocation combined with active property-tour request",
"primary_barrier": "Formal pre-approval unconfirmed",
"missing_information": [
"Formal mortgage pre-approval status",
"Decision makers",
"Additional must-have property criteria"
],
"recommended_next_action": "Confirm financing status and schedule a focused buyer consultation",
"recommended_timing": "TODAY",
"contact_status": "Active",
"compliance_flag": "NONE"
}
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GPT-5.6
Qualify and prioritize real estate leads with an evidence-based scoring system. Get a qualification score, data completeness rating, priority level, key buying or selling signals, missing information, high-value follow-up questions, recommended next action, CRM stage, and structured CRM-ready output. Built for real estate agents, brokers, teams, and lead managers handling buyer, seller, investor, and renter leads.
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