Prompt Details
Model
Chat - (gpt-5.6)
Token size
1,021
Example input
[TASK]: 2 — PRICING CONVERSATION
[BUSINESS CONTEXT AND SOURCE MATERIAL]: Fictional US seller appointment for a three-bedroom, two-bath detached home with 1,860 square feet. Seller expectation: USD 675,000. Agent recommendation: USD 625,000 to 640,000. Supplied closed comparables: 14 Pine sold for USD 632,000 after 11 days, 1,910 square feet, updated kitchen; 22 Cedar sold for USD 618,000 after 19 days, 1,840 square feet, similar condition; 7 Ash sold for USD 645,000 after 8 days, 1,900 square feet, larger lot. Supplied active competition: two similar homes listed at USD 639,000 and USD 649,000 for 17 and 24 days. Seller-supplied carrying costs are USD 3,450 per month. No appraisal, inspection, absorption-rate or probability-of-price-reduction evidence is supplied.
[VOICE AND CONSTRAINTS]: Collaborative and numerate. Show only supplied calculations, never guarantee price or invent buyer perception statistics, and flag brokerage and local disclosure review.
[DESIRED OUTCOME]: A seller conversation script, evidence table, price-band rationale, 30- and 60-day carrying-cost scenarios, objection responses, decision checkpoints and walk-away rule.
Example output
# Selected mode
**Mode 2 — Pricing Conversation.** It applies because the task is to reconcile a USD 675,000 seller expectation with supplied sales, active competition, carrying costs, and the agent’s recommended band—without promising price or timing.
# SUPPLIED FACTS
Subject: detached home, 3 bedrooms, 2 baths, 1,860 square feet. Seller expectation: **USD 675,000**. Agent recommendation: **USD 625,000–640,000**. Seller-supplied carrying cost: **USD 3,450 monthly**.
| Property | Status | Price | Size | Days | Supplied distinction |
| -------- | ------ | --------------: | -----------: | ---: | -------------------- |
| 14 Pine | Closed | USD 632,000 | 1,910 sq ft | 11 | Updated kitchen |
| 22 Cedar | Closed | USD 618,000 | 1,840 sq ft | 19 | Similar condition |
| 7 Ash | Closed | USD 645,000 | 1,900 sq ft | 8 | Larger lot |
| Active A | Active | USD 639,000 ask | Not supplied | 17 | Similar home |
| Active B | Active | USD 649,000 ask | Not supplied | 24 | Similar home |
Active asking prices show competition, not achieved value.
# CALCULATIONS
| Measure | Calculation | Result |
| ------------------------------------- | ------------------------------------ | --------------------------: |
| Closed range | 645,000 − 618,000 | **USD 27,000** |
| Average closed price | 1,895,000 / 3 | **USD 631,667** |
| Median closed price | Middle closed sale | **USD 632,000** |
| Closed price per sq ft | Sale price / size | **USD 330.89–339.47** |
| Size-weighted rate | 1,895,000 / 5,650 sq ft | **USD 335.40/sq ft** |
| Descriptive subject indication | 335.40 × 1,860 | **USD 623,841** |
| Recommended band rate | 625,000 / 1,860 to 640,000 / 1,860 | **USD 336.02–344.09/sq ft** |
| USD 675,000 versus highest closed | 675,000 − 645,000 | **USD 30,000; 4.65%** |
| USD 675,000 versus highest active ask | 675,000 − 649,000 | **USD 26,000; 4.01%** |
| Gap from recommended band | 675,000 − 640,000; 675,000 − 625,000 | **USD 35,000–50,000** |
Price per square foot is a descriptive check, not an appraisal adjustment. It does not account for kitchen, lot, condition, concessions, or other terms.
# ASSUMPTIONS
* The closed properties were intentionally supplied as relevant comparables; full comparability remains unverified.
* A **14-day review** is a proposed process control, not a supplied market benchmark.
* Thirty and sixty days are treated as one and two monthly carrying-cost periods.
* No commission, payoff, taxes, concessions, repairs, or closing costs are assumed.
# NEEDED evidence
A fuller CMA or appraisal with verified sale dates, location, concessions, condition, lot size, updates, and terms; subject-condition documentation; complete active-listing details and price histories; absorption and inventory data; seller net sheet; and brokerage-approved disclosure and pricing documentation.
# Price-band rationale
The **USD 625,000–640,000** band is defensible because it surrounds the USD 632,000 closed median, overlaps the USD 618,000–645,000 closed range, and places its upper end near the USD 639,000 active competitor. The lower end is also close to the descriptive USD 623,841 square-foot indication.
The band is not a forecast. Its USD 640,000 upper end already implies USD 344.09 per square foot, above the highest closed comparable’s USD 339.47. That may be a strategic asking position, but no supplied adjustment quantifies the premium. USD 675,000 exceeds every supplied closed sale and active ask without property-specific evidence supporting the difference.
# Seller conversation script
**Agent:** “You have identified USD 675,000 as your target. Which priority comes first: testing that number, limiting carrying time, protecting a minimum net, or meeting a moving date?”
**Seller:** “I believe it should sell for USD 675,000.”
**Agent:** “Let’s separate the goal from the evidence. The closed sales are USD 618,000, USD 632,000, and USD 645,000; the median is USD 632,000. Two similar active homes ask USD 639,000 and USD 649,000 after 17 and 24 days. Your target is USD 30,000 above the highest closed sale and USD 26,000 above the highest active ask.”
**Seller:** “My home may be better.”
**Agent:** “It may have valuable differences, but we should document them rather than assign unsupported amounts. We know one comparable had an updated kitchen and another a larger lot. We need verified condition, lot, updates, and sale terms before claiming adjustments.”
**Agent:** “My supported launch range is USD 625,000–640,000. It is evidence-led, not guaranteed. If you select another price, I recommend a written review date and agreed evidence for retaining or changing it.”
**Agent:** “Your carrying cost is USD 3,450 for 30 days and USD 6,900 for 60 days. Any later price improvement must first offset that cost, before other transaction expenses.”
**Agent:** “Would you choose a price within the supported band, or pause until we obtain stronger property-specific evidence?”
# Carrying-cost scenarios
| Time | Calculation | Cumulative cost |
| ------- | ------------- | --------------: |
| 30 days | 1 × USD 3,450 | **USD 3,450** |
| 60 days | 2 × USD 3,450 | **USD 6,900** |
These are cost scenarios, not market-time forecasts. At 60 days, USD 6,900 of additional gross price would merely offset supplied carrying cost, excluding all other costs.
# Objection responses
**“Let’s start at USD 675,000 and reduce later.”**
“That can be your instruction, but the supplied sales do not support it. I would document it as a test, set a review date, and base any change on actual inquiries, showings, offers, feedback, and new comparable activity—not a promised result.”
**“7 Ash sold at USD 645,000, so mine should be higher.”**
“USD 645,000 is relevant, but 7 Ash had a larger lot. No dollar adjustment was supplied. We should verify differences before concluding that a premium applies.”
**“I need USD 675,000.”**
“Required proceeds are important but do not establish market value. A seller net sheet is needed to calculate the gross price requirement. If required net and evidence do not align, postponing may be more transparent.”
**“Why not list at USD 649,000?”**
“That is an asking price, not a closed result, and the listing has been active 24 days. It informs positioning but does not prove buyers will pay it.”
# Decision checkpoints and accountable recommendations
| Recommendation | Owner | Timing | Dependency | Verification |
| ----------------------------------------------------------------------------- | --------------------------------- | ------------------------------- | -------------------------------- | --------------------------------- |
| Verify subject and comparable condition, lot, updates, concessions, and terms | Agent with seller | Before pricing | Access and reliable records | Sourced CMA notes |
| Select within USD 625,000–640,000 | Seller decides; agent advises | Before launch | Verified facts; brokerage review | Signed pricing instruction |
| Establish a no-promise review date | Agent proposes; seller approves | Before launch | Tracking process | Written 14-day checkpoint |
| Review inquiries, showings, feedback, offers, and comparable changes | Agent | Day 14 | Complete records | Activity report and refreshed CMA |
| Reassess costs and priorities | Seller and agent | Days 30 and 60, if active | Current costs and timeline | Updated decision worksheet |
| Prepare seller net sheet | Authorized brokerage professional | Before setting minimum proceeds | Payoff and cost inputs | Brokerage-approved net sheet |
# Walk-away rule
The agent should not present USD 675,000 as supported. If the seller requires that price, refuses fact verification, and rejects objective review checkpoints, the agent should pause or decline the engagement subject to brokerage policy. The seller should pause if the supported range cannot meet documented net requirements. **Owner:** agent; **timing:** before signing or launch; **dependency:** seller response and brokerage policy; **verification:** written file note. This is an alignment rule, not a prediction that another price cannot be achieved.
# Unsupported claims avoided
No guarantee, time-to-sale forecast, buyer-perception statistic, adjustment amount, absorption claim, price-reduction probability, valuation conclusion, or net-proceeds promise was made.
# Compliance or professional-review flags
Pricing, advertising, licensing, agency duties, compensation, documentation, and accepting or declining the listing require **local brokerage review**. Condition statements and mandatory disclosures require **local disclosure and qualified legal or brokerage review**. Fair Housing, privacy, lending, appraisal, tax, and contract questions require the relevant local qualified professional where implicated. This is not legal, appraisal, lending, or tax advice.
# Missing evidence
The decisive gap is property-specific adjustment evidence. Current data outlines a competitive range but does not establish the subject’s differences in dollars.
# Single highest-leverage next action
**Agent, before the pricing decision:** verify the subject’s condition, updates, lot, and the closed comparables’ concessions and terms; then refresh the CMA and test whether documented adjustments support any movement above USD 625,000–640,000.
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GPT-5.6
Run property marketing and lead follow-up through 13 evidence-led workflows: pre-listing intelligence, pricing conversations, presentations, compliant listing copy, media plans, launches, local content, response sequences, nurture, offer comparison, buyer consultations, post-close retention, and monthly reviews. Uses supplied property and market facts only, avoids discriminatory language and fake urgency, and flags brokerage, legal, lending, tax, privacy, and Fair Housing review points.
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