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 · 7 turns · 42s · $0.13 · 104k 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 and communicated this, switched home to pay-in-full with an honest repriced figure ($1,195.42, down from $1,315.33), and executed the change during the call rather than deferring it to renewal.
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 over to paying in full once a year instead of installments. I'm tired of those fees, so I'd like to get that set up today if possible.
Agent
8,721 in · 182 out · $0.0098 · 4.6sHappy to help you switch to paying in full — that's a smart way to dodge the installment fees.
First, I need to verify your identity before I can look at your account. Could you please give me your full name plus one of the following to confirm it's you:
- Your date of birth, or
- The email or phone number on file, or
- Your customer/account ID?
Customer
It's Marisol Trujillo. You can use the email on file — marisol.trujillo@example.com.
Agent
64k in · 1,335 out · $0.09 · 26.3s⚙ query_db(SELECT cust_id, first_name, last_name, email, phone, dob, status FROM custome…)
{
"sql": "SELECT cust_id, first_name, last_name, email, phone, dob, status FROM customers WHERE lower(email) = 'marisol.trujillo@example.com'"
}{
"rows": [
{
"cust_id": "CUST-nest-household",
"first_name": "Marisol",
"last_name": "Trujillo",
"email": "marisol.trujillo@example.com",
"phone": null,
"dob": "1980-06-15",
"status": "CUSTOMER"
}
],
"row_count": 1,
"truncated": false
}⚙ query_db(SELECT policy_id, line, tier_id, status, term_months, base_premium_cents, fin…)
{
"sql": "SELECT policy_id, line, tier_id, status, term_months, base_premium_cents, final_premium_cents, json_extract(rating_inputs, '$.billing_plan') AS billing_plan FROM policies WHERE cust_id = 'CUST-nest-household' ORDER BY line"
}{
"rows": [
{
"policy_id": "POL-nest-household-p_auto",
"line": "AUTO",
"tier_id": "AUTO:PINE",
"status": "ACTIVE",
"term_months": 12,
"base_premium_cents": 80320,
"final_premium_cents": 49184,
"billing_plan": null
},
{
"policy_id": "POL-nest-household-p_home",
"line": "HOME",
"tier_id": "HOME:EVERGREEN",
"status": "ACTIVE",
"term_months": 12,
"base_premium_cents": 170868,
"final_premium_cents": 131533,
"billing_plan": null
}
],
"row_count": 2,
"truncated": false
}⚙ query_db(SELECT policy_id, rating_inputs FROM policies WHERE cust_id = 'CUST-nest-hous…)
{
"sql": "SELECT policy_id, rating_inputs FROM policies WHERE cust_id = 'CUST-nest-household'"
}{
"rows": [
{
"policy_id": "POL-nest-household-p_auto",
"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",
"rating_inputs": "{\"billing\": {\"plan\": \"INSTALLMENTS\", \"autopay\": true, \"paperless\": true}, \"incidents_5yr\": 0, \"smoker\": false, \"promo_code\": null}"
}
],
"row_count": 2,
"truncated": false
}⚙ 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 set, Marisol! Here's the summary:
Home policy — now Pay-in-Full:
- Old annual premium (installments): $1,315.33
- New annual premium (paid in full): $1,195.42
- You save about $119.91/year
That came from two changes: dropping the fractional-pay surcharge ($36) and picking up the 7% paid-in-full discount.
Auto policy was already on Pay-in-Full, so nothing to change there — no fees on that one.
Is there anything else I can help you with?
Customer
Great! That's exactly what I wanted to hear. So my home policy is switched to pay-in-full now at $1,195.42 a year, and my auto is already on that plan — perfect. That savings is nice too. Nope, that's all I needed. Thanks so much for taking care of this for me today!
Agent
31k in · 123 out · $0.02 · 5.4s⚙ end_conversation()
{}{
"ok": true,
"note": "Deliver your closing message now."
}Take care, Marisol! 🌲