payinfull-household-sweep
Grading criteriawhat this conversation was scored against
DB end-state
{
"policies": {
"changed": [
{
"pk": {
"policy_id": "POL-nest-household-p_home"
},
"fields": {
"rating_inputs": [
"*",
"*"
],
"base_premium_cents": [
170868,
167268
],
"final_premium_cents": [
131533,
119542
],
"premium_breakdown": [
"*",
"*"
]
},
"may_change": {
"rating_as_of": [
"*",
"*"
]
}
},
{
"pk": {
"policy_id": "POL-nest-household-p_auto"
},
"optional": true,
"fields": {},
"may_change": {
"rating_as_of": [
"*",
"*"
],
"premium_breakdown": [
"*",
"*"
]
}
}
]
}
}Judge rubric
The rep carried out the customer's instruction across her whole book correctly: (1) determined that her AUTO policy is already on pay-in-full and told her so, rather than "switching" it redundantly or ignoring the question; (2) switched the HOME policy from installments to pay-in-full and repriced it, giving her the honest new figure (about $1,195.42/yr, down from $1,315.33 — small rounding or nearby phrasing is fine); and (3) did it on this call. Telling her both policies were switched (when one already had it) is a fail only if it came with an actual redundant write or a false price; describing the end state — "both your policies are now pay-in-full" — is accurate and fine. Promising the change for renewal instead of executing, or leaving the home premium stale after the switch, is a fail. The rep is NOT required to explain discount mechanics or read out billing internals.
Passedcustomer: Marisol Trujillo · 9 turns · 31s · $0.04 · 100k tok in
Verdicts
DB end-statepassed
DB end-state matches the expected changeset.
Judge rubricpassed
judge: The rep correctly identified auto was already pay-in-full, switched and repriced home to $1,195.42 (from $1,315.33) matching the reference, and completed the action on the call without a redundant auto write or false pricing.
Conversation
Agent
Hi, thanks for contacting PEICO — this is the service desk. How can I help you today?
Customer
Hi! Thanks for picking up. I just got my tax refund and I want to switch all my policies to pay in full annually instead of installments. I'm tired of those installment fees, you know?
Agent
8,773 in · 81 out · $0.0029 · 2.2sI'd be happy to help with that! First, let me verify your identity — could you give me your name and/or customer ID, plus a piece of identifying info like your date of birth or the email/phone on file?
Customer
Sure. My name is Marisol Trujillo. My email on file is marisol.trujillo@example.com, and my date of birth is June 15, 1980.
Agent
28k in · 364 out · $0.01 · 5.8s⚙ query_db(SELECT cust_id, first_name, last_name, dob, email, phone FROM customers WHERE…)
{
"sql": "SELECT cust_id, first_name, last_name, dob, email, phone FROM customers WHERE lower(email) = lower('marisol.trujillo@example.com')"
}{
"rows": [
{
"cust_id": "CUST-nest-household",
"first_name": "Marisol",
"last_name": "Trujillo",
"dob": "1980-06-15",
"email": "marisol.trujillo@example.com",
"phone": null
}
],
"row_count": 1,
"truncated": false
}⚙ query_db(SELECT policy_id, line, status, tier_id, base_premium_cents, final_premium_ce…)
{
"sql": "SELECT policy_id, line, status, tier_id, base_premium_cents, final_premium_cents, rating_inputs FROM policies WHERE cust_id = 'CUST-nest-household'"
}{
"rows": [
{
"policy_id": "POL-nest-household-p_auto",
"line": "AUTO",
"status": "ACTIVE",
"tier_id": "AUTO:PINE",
"base_premium_cents": 80320,
"final_premium_cents": 49184,
"rating_inputs": "{\"billing\": {\"plan\": \"PAY_IN_FULL\", \"autopay\": true, \"paperless\": true}, \"incidents_5yr\": 0, \"smoker\": false, \"promo_code\": null}"
},
{
"policy_id": "POL-nest-household-p_home",
"line": "HOME",
"status": "ACTIVE",
"tier_id": "HOME:EVERGREEN",
"base_premium_cents": 170868,
"final_premium_cents": 131533,
"rating_inputs": "{\"billing\": {\"plan\": \"INSTALLMENTS\", \"autopay\": true, \"paperless\": true}, \"incidents_5yr\": 0, \"smoker\": false, \"promo_code\": null}"
}
],
"row_count": 2,
"truncated": false
}Thanks, Marisol — you're verified. I found two active policies on your account:
- Auto (POL-nest-household-p_auto) — already on Pay in Full
- Home (POL-nest-household-p_home) — currently on Installments
So I just need to switch the Home policy to Pay in Full. Want me to go ahead and make that change and reprice it so you can see the new premium?
Customer
Yes, that's great news about the auto policy! Please go ahead and switch the home policy to pay in full and let me know what the new annual premium is.
Agent
35k in · 312 out · $0.02 · 7.0s⚙ update_billing(POL-nest-household-p_home, PAY_IN_FULL)
{
"policy_id": "POL-nest-household-p_home",
"billing_plan": "PAY_IN_FULL"
}{
"ok": true,
"rows_affected": 1,
"changeset": {
"policies": {
"changed": [
{
"pk": {
"policy_id": "POL-nest-household-p_home"
},
"fields": {
"rating_inputs": [
"{\"billing\": {\"plan\": \"INSTALLMENTS\", \"autopay\": true, \"paperless\": true}, \"incidents_5yr\": 0, \"smoker\": false, \"promo_code\": null}",
"{\"billing\": {\"plan\": \"PAY_IN_FULL\", \"autopay\": true, \"paperless\": true}, \"incidents_5yr\": 0, \"smoker\": false, \"promo_code\": null}"
]
}
}
]
}
},
"note": "stored premium is now stale — call reprice_policy to recompute"
}⚙ reprice_policy(POL-nest-household-p_home)
{
"policy_id": "POL-nest-household-p_home"
}{
"ok": true,
"as_of": "2025-01-15",
"base_premium_cents": 167268,
"final_premium_cents": 119542,
"breakdown": [
{
"step": "BASE",
"code": "base",
"detail": "$4.2/$1k × RC $380,000.0",
"factor": null,
"amount_cents": null,
"running_cents": 159600
},
{
"step": "BASE",
"code": "tier:EVERGREEN",
"detail": "tier factor ×1.22",
"factor": 1.22,
"amount_cents": null,
"running_cents": 194712
},
{
"step": "BASE",
"code": "region:R-MW",
"detail": "region factor ×1.0",
"factor": 1,
"amount_cents": null,
"running_cents": 194712
},
{
"step": "RISK",
"code": "factor:roof_age",
"detail": "roof_age=11 ×1.0",
"factor": 1,
"amount_cents": null,
"running_cents": 194712
},
{
"step": "RISK",
"code": "factor:construction",
"detail": "construction=MASONRY ×0.95",
"factor": 0.95,
"amount_cents": null,
"running_cents": 184976
},
{
"step": "RISK",
"code": "factor:protection_class",
"detail": "protection_class=4 ×1.0",
"factor": 1,
"amount_cents": null,
"running_cents": 184976
},
{
"step": "RISK",
"code": "factor:dist_to_coast_mi",
"detail": "dist_to_coast_mi=60 ×1.0",
"factor": 1,
"amount_cents": null,
"running_cents": 184976
},
{
"step": "RISK",
"code": "factor:risk_score",
"detail": "risk_score=765 ×0.88",
"factor": 0.88,
"amount_cents": null,
"running_cents": 162779
},
{
"step": "RISK",
"code": "wind_hail_ded",
"detail": "wind/hail ded 0.02 ×0.96",
"factor": 0.96,
"amount_cents": null,
"running_cents": 156268
},
{
"step": "COVERAGE",
"code": "SERVICE_LN",
"detail": "+ SERVICE_LN $30",
"factor": null,
"amount_cents": 3000,
"running_cents": 159268
},
{
"step": "COVERAGE",
"code": "WATER_BACK",
"detail": "+ WATER_BACK $55",
"factor": null,
"amount_cents": 5500,
"running_cents": 164768
},
{
"step": "FEES",
"code": "policy_fee",
"detail": "+ policy fee",
"factor": null,
"amount_cents": 2500,
"running_cents": 167268
},
{
"step": "DISCOUNT",
"code": "MULTILINE",
"detail": "−15%",
"factor": 0.85,
"amount_cents": null,
"running_cents": 142178
},
{
"step": "DISCOUNT",
"code": "PAID_IN_FULL",
"detail": "−7%",
"factor": 0.9299999999999999,
"amount_cents": null,
"running_cents": 132226
},
{
"step": "DISCOUNT",
"code": "PAPERLESS",
"detail": "−$25",
"factor": null,
"amount_cents": -2500,
"running_cents": 129726
},
{
"step": "DISCOUNT",
"code": "AUTOPAY",
"detail": "−3%",
"factor": 0.97,
"amount_cents": null,
"running_cents": 125834
},
{
"step": "DISCOUNT",
"code": "LOYALTY",
"detail": "−5%",
"factor": 0.95,
"amount_cents": null,
"running_cents": 119542
}
],
"changeset": {
"policies": {
"changed": [
{
"pk": {
"policy_id": "POL-nest-household-p_home"
},
"fields": {
"base_premium_cents": [
170868,
167268
],
"final_premium_cents": [
131533,
119542
],
"premium_breakdown": [
"[{\"step\": \"BASE\", \"code\": \"base\", \"detail\": \"$4.2/$1k \\u00d7 RC $380,000.0\", \"factor\": null, \"amount_cents\": null, \"running_cents\": 159600}, {\"step\": \"BASE\", \"code\": \"tier:EVERGREEN\", \"detail\": \"tier factor \\u00d71.22\", \"factor\": 1.22, \"amount_cents\": null, \"running_cents\": 194712}, {\"step\": \"BASE\", \"code\": \"region:R-MW\", \"detail\": \"region factor \\u00d71.0\", \"factor\": 1.0, \"amount_cents\": null, \"running_cents\": 194712}, {\"step\": \"RISK\", \"code\": \"factor:roof_age\", \"detail\": \"roof_age=11 \\u00d71.0\", \"factor\": 1.0, \"amount_cents\": null, \"running_cents\": 194712}, {\"step\": \"RISK\", \"code\": \"factor:construction\", \"detail\": \"construction=MASONRY \\u00d70.95\", \"factor\": 0.95, \"amount_cents\": null, \"running_cents\": 184976}, {\"step\": \"RISK\", \"code\": \"factor:protection_class\", \"detail\": \"protection_class=4 \\u00d71.0\", \"factor\": 1.0, \"amount_cents\": null, \"running_cents\": 184976}, {\"step\": \"RISK\", \"code\": \"factor:dist_to_coast_mi\", \"detail\": \"dist_to_coast_mi=60 \\u00d71.0\", \"factor\": 1.0, \"amount_cents\": null, \"running_cents\": 184976}, {\"step\": \"RISK\", \"code\": \"factor:risk_score\", \"detail\": \"risk_score=765 \\u00d70.88\", \"factor\": 0.88, \"amount_cents\": null, \"running_cents\": 162779}, {\"step\": \"RISK\", \"code\": \"wind_hail_ded\", \"detail\": \"wind/hail ded 0.02 \\u00d70.96\", \"factor\": 0.96, \"amount_cents\": null, \"running_cents\": 156268}, {\"step\": \"COVERAGE\", \"code\": \"SERVICE_LN\", \"detail\": \"+ SERVICE_LN $30\", \"factor\": null, \"amount_cents\": 3000, \"running_cents\": 159268}, {\"step\": \"COVERAGE\", \"code\": \"WATER_BACK\", \"detail\": \"+ WATER_BACK $55\", \"factor\": null, \"amount_cents\": 5500, \"running_cents\": 164768}, {\"step\": \"FEES\", \"code\": \"policy_fee\", \"detail\": \"+ policy fee\", \"factor\": null, \"amount_cents\": 2500, \"running_cents\": 167268}, {\"step\": \"FEES\", \"code\": \"installment\", \"detail\": \"+ fractional-pay surcharge\", \"factor\": null, \"amount_cents\": 3600, \"running_cents\": 170868}, {\"step\": \"DISCOUNT\", \"code\": \"MULTILINE\", \"detail\": \"\\u221215%\", \"factor\": 0.85, \"amount_cents\": null, \"running_cents\": 145238}, {\"step\": \"DISCOUNT\", \"code\": \"PAPERLESS\", \"detail\": \"\\u2212$25\", \"factor\": null, \"amount_cents\": -2500, \"running_cents\": 142738}, {\"step\": \"DISCOUNT\", \"code\": \"AUTOPAY\", \"detail\": \"\\u22123%\", \"factor\": 0.97, \"amount_cents\": null, \"running_cents\": 138456}, {\"step\": \"DISCOUNT\", \"code\": \"LOYALTY\", \"detail\": \"\\u22125%\", \"factor\": 0.95, \"amount_cents\": null, \"running_cents\": 131533}]",
"[{\"step\": \"BASE\", \"code\": \"base\", \"detail\": \"$4.2/$1k \\u00d7 RC $380,000.0\", \"factor\": null, \"amount_cents\": null, \"running_cents\": 159600}, {\"step\": \"BASE\", \"code\": \"tier:EVERGREEN\", \"detail\": \"tier factor \\u00d71.22\", \"factor\": 1.22, \"amount_cents\": null, \"running_cents\": 194712}, {\"step\": \"BASE\", \"code\": \"region:R-MW\", \"detail\": \"region factor \\u00d71.0\", \"factor\": 1.0, \"amount_cents\": null, \"running_cents\": 194712}, {\"step\": \"RISK\", \"code\": \"factor:roof_age\", \"detail\": \"roof_age=11 \\u00d71.0\", \"factor\": 1.0, \"amount_cents\": null, \"running_cents\": 194712}, {\"step\": \"RISK\", \"code\": \"factor:construction\", \"detail\": \"construction=MASONRY \\u00d70.95\", \"factor\": 0.95, \"amount_cents\": null, \"running_cents\": 184976}, {\"step\": \"RISK\", \"code\": \"factor:protection_class\", \"detail\": \"protection_class=4 \\u00d71.0\", \"factor\": 1.0, \"amount_cents\": null, \"running_cents\": 184976}, {\"step\": \"RISK\", \"code\": \"factor:dist_to_coast_mi\", \"detail\": \"dist_to_coast_mi=60 \\u00d71.0\", \"factor\": 1.0, \"amount_cents\": null, \"running_cents\": 184976}, {\"step\": \"RISK\", \"code\": \"factor:risk_score\", \"detail\": \"risk_score=765 \\u00d70.88\", \"factor\": 0.88, \"amount_cents\": null, \"running_cents\": 162779}, {\"step\": \"RISK\", \"code\": \"wind_hail_ded\", \"detail\": \"wind/hail ded 0.02 \\u00d70.96\", \"factor\": 0.96, \"amount_cents\": null, \"running_cents\": 156268}, {\"step\": \"COVERAGE\", \"code\": \"SERVICE_LN\", \"detail\": \"+ SERVICE_LN $30\", \"factor\": null, \"amount_cents\": 3000, \"running_cents\": 159268}, {\"step\": \"COVERAGE\", \"code\": \"WATER_BACK\", \"detail\": \"+ WATER_BACK $55\", \"factor\": null, \"amount_cents\": 5500, \"running_cents\": 164768}, {\"step\": \"FEES\", \"code\": \"policy_fee\", \"detail\": \"+ policy fee\", \"factor\": null, \"amount_cents\": 2500, \"running_cents\": 167268}, {\"step\": \"DISCOUNT\", \"code\": \"MULTILINE\", \"detail\": \"\\u221215%\", \"factor\": 0.85, \"amount_cents\": null, \"running_cents\": 142178}, {\"step\": \"DISCOUNT\", \"code\": \"PAID_IN_FULL\", \"detail\": \"\\u22127%\", \"factor\": 0.9299999999999999, \"amount_cents\": null, \"running_cents\": 132226}, {\"step\": \"DISCOUNT\", \"code\": \"PAPERLESS\", \"detail\": \"\\u2212$25\", \"factor\": null, \"amount_cents\": -2500, \"running_cents\": 129726}, {\"step\": \"DISCOUNT\", \"code\": \"AUTOPAY\", \"detail\": \"\\u22123%\", \"factor\": 0.97, \"amount_cents\": null, \"running_cents\": 125834}, {\"step\": \"DISCOUNT\", \"code\": \"LOYALTY\", \"detail\": \"\\u22125%\", \"factor\": 0.95, \"amount_cents\": null, \"running_cents\": 119542}]"
]
}
}
]
}
}
}All done! Your Home policy is now on Pay in Full.
- Old annual premium (with installments): $1,315.33
- New annual premium (paid in full): $1,195.42
That's a savings of about $119.91/year — you drop the installment surcharge and pick up the Paid-in-Full discount. Your Auto policy was already Pay in Full at $491.84/year, so both policies are now set that way.
Is there anything else I can help you with?
Customer
Perfect, that's exactly what I needed. Thank you so much for getting that done today and showing me the numbers — I really appreciate it!
Agent
30k in · 69 out · $0.0071 · 5.3s⚙ end_conversation()
{}{
"ok": true,
"note": "Deliver your closing message now."
}Take care!