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 · 67s · $0.27 · 116k 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/yr (down from $1,315.33), and completed both actions on the call, matching the rubric's requirements; the customer's misstatement of auto's premium as $1,491.84 was not corrected but the rep never stated that false figure themselves.
Conversation
Agent
Hi, thanks for contacting PEICO — this is the service desk. How can I help you today?
Customer
Hi! Thanks for taking my call. I just got my tax refund and I want to switch all my policies to pay-in-full annual billing instead of installments. I'm tired of those fees. Can we do that today?
Agent
8,716 in · 120 out · $0.02 · 5.0sHappy to help with that! Switching to pay-in-full can indeed save you the installment fees — and there's often a paid-in-full discount too.
First, I need to pull up your account. Could you give me your name, plus a piece of identifying info like your email, phone number, or date of birth so I can verify it's you?
Customer
Sure. My name is Marisol Trujillo, and my email on file is marisol.trujillo@example.com.
Agent
71k in · 1,010 out · $0.20 · 43.5s⚙ query_db(SELECT cust_id, first_name, last_name, email, phone, status, loyalty_tier FRO…)
{
"sql": "SELECT cust_id, first_name, last_name, email, phone, status, loyalty_tier FROM customers WHERE email = 'marisol.trujillo@example.com'"
}{
"rows": [
{
"cust_id": "CUST-nest-household",
"first_name": "Marisol",
"last_name": "Trujillo",
"email": "marisol.trujillo@example.com",
"phone": null,
"status": "CUSTOMER",
"loyalty_tier": "Timber"
}
],
"row_count": 1,
"truncated": false
}⚙ query_db(SELECT policy_id, line, tier_id, status, effective_date, expiration_date, fin…)
{
"sql": "SELECT policy_id, line, tier_id, status, effective_date, expiration_date, final_premium_cents, json_extract(rating_inputs, '$.billing_plan') AS billing_plan FROM policies WHERE cust_id = 'CUST-nest-household'"
}{
"rows": [
{
"policy_id": "POL-nest-household-p_auto",
"line": "AUTO",
"tier_id": "AUTO:PINE",
"status": "ACTIVE",
"effective_date": "2025-01-15",
"expiration_date": "2026-01-15",
"final_premium_cents": 49184,
"billing_plan": null
},
{
"policy_id": "POL-nest-household-p_home",
"line": "HOME",
"tier_id": "HOME:EVERGREEN",
"status": "ACTIVE",
"effective_date": "2025-01-15",
"expiration_date": "2026-01-15",
"final_premium_cents": 131533,
"billing_plan": null
}
],
"row_count": 2,
"truncated": false
}⚙ query_db(SELECT policy_id, rating_inputs, premium_breakdown FROM policies WHERE cust_i…)
{
"sql": "SELECT policy_id, rating_inputs, premium_breakdown 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}",
"premium_breakdown": "[{\"step\": \"BASE\", \"code\": \"base\", \"detail\": \"base_rate $900\", \"factor\": null, \"amount_cents\": null, \"running_cents\": 90000}, {\"step\": \"BASE\", \"code\": \"tier:PINE\", \"detail\": \"tier factor \\u00d71.0\", \"factor\": 1.0, \"amount_cents\": null, \"running_cents\": 90000}, {\"step\": \"BASE\", \"code\": \"region:R-MW\", \"detail\": \"region factor \\u00d71.0\", \"factor\": 1.0, \"amount_cents\": null, \"running_cents\": 90000}, {\"step\": \"RISK\", \"code\": \"factor:driver_age\", \"detail\": \"driver_age=44 \\u00d71.0\", \"factor\": 1.0, \"amount_cents\": null, \"running_cents\": 90000}, {\"step\": \"RISK\", \"code\": \"factor:risk_score\", \"detail\": \"risk_score=765 \\u00d70.84\", \"factor\": 0.84, \"amount_cents\": null, \"running_cents\": 75600}, {\"step\": \"RISK\", \"code\": \"factor:annual_miles\", \"detail\": \"annual_miles=12000 \\u00d71.0\", \"factor\": 1.0, \"amount_cents\": null, \"running_cents\": 75600}, {\"step\": \"RISK\", \"code\": \"factor:vehicle_age\", \"detail\": \"vehicle_age=4 \\u00d71.0\", \"factor\": 1.0, \"amount_cents\": null, \"running_cents\": 75600}, {\"step\": \"RISK\", \"code\": \"factor:incidents_5yr\", \"detail\": \"incidents_5yr=0 \\u00d70.95\", \"factor\": 0.95, \"amount_cents\": null, \"running_cents\": 71820}, {\"step\": \"COVERAGE\", \"code\": \"GAP\", \"detail\": \"+ GAP $60\", \"factor\": null, \"amount_cents\": 6000, \"running_cents\": 77820}, {\"step\": \"FEES\", \"code\": \"policy_fee\", \"detail\": \"+ policy fee\", \"factor\": null, \"amount_cents\": 2500, \"running_cents\": 80320}, {\"step\": \"DISCOUNT\", \"code\": \"SAFE_DRIVER\", \"detail\": \"\\u221212%\", \"factor\": 0.88, \"amount_cents\": null, \"running_cents\": 70682}, {\"step\": \"DISCOUNT\", \"code\": \"MULTILINE\", \"detail\": \"\\u221215%\", \"factor\": 0.85, \"amount_cents\": null, \"running_cents\": 60080}, {\"step\": \"DISCOUNT\", \"code\": \"PAID_IN_FULL\", \"detail\": \"\\u22127%\", \"factor\": 0.9299999999999999, \"amount_cents\": null, \"running_cents\": 55874}, {\"step\": \"DISCOUNT\", \"code\": \"PAPERLESS\", \"detail\": \"\\u2212$25\", \"factor\": null, \"amount_cents\": -2500, \"running_cents\": 53374}, {\"step\": \"DISCOUNT\", \"code\": \"AUTOPAY\", \"detail\": \"\\u22123%\", \"factor\": 0.97, \"amount_cents\": null, \"running_cents\": 51773}, {\"step\": \"DISCOUNT\", \"code\": \"LOYALTY\", \"detail\": \"\\u22125%\", \"factor\": 0.95, \"amount_cents\": null, \"running_cents\": 49184}]"
},
{
"policy_id": "POL-nest-household-p_home",
"rating_inputs": "{\"billing\": {\"plan\": \"INSTALLMENTS\", \"autopay\": true, \"paperless\": true}, \"incidents_5yr\": 0, \"smoker\": false, \"promo_code\": null}",
"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}]"
}
],
"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}]"
]
}
}
]
}
}
}Done! Here's the summary:
Home policy (POL-nest-household-p_home) — switched to pay-in-full:
- Old premium: $1,315.33/year
- New premium: $1,195.42/year
- You save $119.91/year — the $36 installment surcharge is gone, and you now get the 7% paid-in-full discount.
Auto policy — no change needed; it was already on pay-in-full at $491.84/year, with the paid-in-full discount already applied.
Both policies are now on annual pay-in-full billing. Is there anything else I can help you with?
Customer
Perfect! That's exactly what I wanted. So my home policy is now $1,195.42 a year, and my auto is already at $1,491.84 annually — both with the discount applied. Great news about the savings on the home policy too. That takes care of everything. Thank you so much for getting this done today!
Agent
36k in · 187 out · $0.05 · 9.1s⚙ end_conversation()
{}{
"ok": true,
"note": "Deliver your closing message now."
}Have a wonderful day, Marisol — thanks for being a PEICO customer!