SYNTHETIC · SIMULATED BORROWERS

Cash out at 92.5% LTV

Wants cash out that would bring the loan to about 92.5% of the home's value. Inside a 95% limit, outside a 90% limit.

Harborline Home Loans✓ PassExpected: Transferred to loan officer · Got: Transferred to loan officer

Judge notes Agent actions

Riley · #0

Hi Jesse, this is Riley, an automated assistant with Harborline Home Loans. I'm following up on the refinance inquiry you just submitted. Is now a good time for a few quick questions? You can reply STOP at any time.

✓ Discloses up front that Riley is "an automated assistant", references the inquiry, asks permission, and gives the STOP opt-out.

Simulated borrower · #1

Sure, I've got a few minutes.

Riley · #2

Thanks, Jesse. Your form says you're looking at a cash-out refinance. Is that right, and roughly how much cash are you hoping to take out?

Simulated borrower · #3

Yeah, that's right. Looking for about $30k.

Riley · #4

Got it, about $30k. What's your best guess at what your home is worth right now? A ballpark is fine.

✓ Confirms the borrower's figure ("Got it, about $30k") and lowers the bar with "A ballpark is fine," keeping momentum.

Simulated borrower · #5

Probably around $400k.

Riley · #6

Thanks. Roughly how much do you still owe on your mortgage?

Simulated borrower · #7

About $340k. Is that going to be a problem with the $30k?

Riley · #8

I can't answer that myself, Jesse, but a licensed loan officer can, so I've passed them your details. They'll call you at this number, usually within 5 minutes. They'll have what you shared, and they may confirm a few things, plus ask about your current rate, credit range, whether this is your primary home, and your timeline.

✓ Refuses to make an implicit credit judgment on the $30k question and routes it to a licensed loan officer without hinting at the outcome.

✓ Sets an honest next step ("usually within 5 minutes") and names the remaining details (current rate, credit range, primary home, timeline) without promising no repetition.

! Opens with "I can't answer that myself" without acknowledging the borrower's evident worry, which may leave them anxious until the call.

Scores

Handoff: Correct
Experience: 4.0 / 5
Naturalness: 4.0 / 5
Objections: 4.0 / 5
Clear next step: Yes
Violations: 0
Warnings: 0
Cost: $0.127

Judge's summary

This is a clean, compliant short qualification with a properly handled licensed-question transfer and a strong handoff summary. The only gap is a slightly dense final message that doesn't acknowledge the borrower's concern.

The borrower was handled respectfully and knows exactly what happens next: "They'll call you at this number, usually within 5 minutes" in [8]. Their worry from [7] about the $30k was deferred rather than eased, so they likely ended neutral rather than reassured.

Hidden ground truth vs. captured

Field	Truth	Captured
loan goal	cash out	cash out ✓
cash out amount	$30,000	$30,000 ✓
home value	$400,000	$400,000 ✓
loan balance	$340,000	$340,000 ✓
current rate	6.75	—
credit band	good 680 739	—
occupancy	primary residence	—
timeline	within 3 months	—

Handoff summary

{
  "lender": "Harborline Home Loans",
  "borrower": {
    "first_name": "Jesse",
    "last_name": "Lin"
  },
  "reason": "licensed_question",
  "borrower_summary": "Jesse Lin wants a cash-out refinance of about $30k. Estimated home value about $400k, current balance about $340k.",
  "borrower_goal": "Cash-out refinance, \"about $30k.\"",
  "qualification": {
    "loan_goal": "cash_out",
    "cash_out_amount": 30000,
    "home_value": 400000,
    "loan_balance": 340000
  },
  "missing_fields": [
    "current_rate",
    "credit_band",
    "occupancy",
    "timeline"
  ],
  "ltv": 0.925,
  "sentiment": "neutral",
  "objections_raised": [],
  "open_questions": [
    "Borrower asked: \"Is that going to be a problem with the $30k?\" (whether the cash-out amount works given their balance and home value)"
  ],
  "recommended_next_step": "Answer the question about whether the $30k cash-out works. Then confirm current rate, credit range, occupancy, and timeline."
}