mileage-drop-reprice

Grading criteriawhat this conversation was scored against

DB end-state

{
  "vehicles": {
    "changed": [
      {
        "pk": {
          "vehicle_id": "VEH-legacy-mismatch-v1"
        },
        "fields": {
          "usage": [
            "COMMUTE",
            "PLEASURE"
          ],
          "annual_miles": [
            16000,
            6000
          ]
        }
      }
    ]
  },
  "policies": {
    "changed": [
      {
        "pk": {
          "policy_id": "POL-legacy-mismatch-p_auto"
        },
        "fields": {
          "base_premium_cents": [
            120468,
            93782
          ],
          "final_premium_cents": [
            120468,
            93782
          ],
          "premium_breakdown": [
            "*",
            "*"
          ]
        },
        "may_change": {
          "rating_as_of": [
            "*",
            "*"
          ]
        }
      }
    ]
  }
}

Judge rubric

The rep (1) updated the vehicle's recorded facts to match what the customer said — about 6,000 annual miles and personal/pleasure use instead of commuting; (2) repriced the policy through the rating engine and gave him a real figure: a new premium of about $937.82 for his term and/or savings of about $266.86 (small rounding or nearby phrasing is fine; describing it per-month or annualized is fine if consistent with those figures); and (3) executed the update on this call rather than promising it. Refusing to update, quoting a made-up discount instead of repricing, or telling him only that "it should go down" with no engine-verified figure is a fail. Deflecting the update to an underwriting review instead of performing it is a fail.

Passedcustomer: Raymond Castillo · 9 turns · 32s · $0.04 · 104k tok in

Verdicts

DB end-statepassed

DB end-state matches the expected changeset.

Judge rubricpassed

judge: The rep updated usage to PLEASURE and mileage to 6,000, repriced via engine to $937.82 with $266.86 savings, and executed it on the call rather than deferring.

Conversation

Agent

Hi, thanks for contacting PEICO — this is the service desk. How can I help you today?

Customer

Hey, thanks for picking up. So I went fully remote back in April — my company shut down the office — and my F-150 just sits in the driveway now. I only drive it on weekends, maybe to the lake or hardware store. A coworker mentioned I should update my mileage since I'm not commuting anymore, and honestly with money tight I'm hoping that'll knock down my premium. Can we look into that?

Agent

I can definitely help look into that. To pull up your account, could you give me your name and either your policy number or the email/phone on file (just to verify it's you)?

8,842 in · 72 out · $0.0029 · 1.9s

Customer

Sure, it's Raymond Castillo. My email on file is raymond.castillo@example.com.

Agent

⚙ query_db(SELECT cust_id, first_name, last_name, email, phone, status FROM customers WH…)

{
  "sql": "SELECT cust_id, first_name, last_name, email, phone, status FROM customers WHERE email = 'raymond.castillo@example.com'"
}

{
  "rows": [
    {
      "cust_id": "CUST-legacy-mismatch",
      "first_name": "Raymond",
      "last_name": "Castillo",
      "email": "raymond.castillo@example.com",
      "phone": null,
      "status": "CUSTOMER"
    }
  ],
  "row_count": 1,
  "truncated": false
}

⚙ query_db(SELECT * FROM vehicles WHERE cust_id = 'CUST-legacy-mismatch')

{
  "sql": "SELECT * FROM vehicles WHERE cust_id = 'CUST-legacy-mismatch'"
}

{
  "rows": [
    {
      "vehicle_id": "VEH-legacy-mismatch-v1",
      "cust_id": "CUST-legacy-mismatch",
      "year": 2018,
      "make": "Ford",
      "model": "F-150",
      "vin": "VINFAKELEGv1",
      "usage": "COMMUTE",
      "annual_miles": 16000,
      "financed": 0,
      "garaging_address_id": "ADDR-legacy-mismatch"
    }
  ],
  "row_count": 1,
  "truncated": false
}

⚙ query_db(SELECT * FROM policies WHERE cust_id = 'CUST-legacy-mismatch')

{
  "sql": "SELECT * FROM policies WHERE cust_id = 'CUST-legacy-mismatch'"
}

{
  "rows": [
    {
      "policy_id": "POL-legacy-mismatch-p_auto",
      "cust_id": "CUST-legacy-mismatch",
      "line": "AUTO",
      "tier_id": "AUTO:PINE",
      "status": "ACTIVE",
      "effective_date": "2025-02-20",
      "expiration_date": "2025-08-20",
      "term_months": 6,
      "rating_as_of": "2025-02-20",
      "base_premium_cents": 120468,
      "final_premium_cents": 120468,
      "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-SW\", \"detail\": \"region factor \\u00d71.12\", \"factor\": 1.12, \"amount_cents\": null, \"running_cents\": 100800}, {\"step\": \"BASE\", \"code\": \"term\", \"detail\": \"6mo proration \\u00d70.5\", \"factor\": 0.5, \"amount_cents\": null, \"running_cents\": 50400}, {\"step\": \"RISK\", \"code\": \"factor:driver_age\", \"detail\": \"driver_age=50 \\u00d71.0\", \"factor\": 1.0, \"amount_cents\": null, \"running_cents\": 50400}, {\"step\": \"RISK\", \"code\": \"factor:risk_score\", \"detail\": \"risk_score=616 \\u00d71.22\", \"factor\": 1.22, \"amount_cents\": null, \"running_cents\": 61488}, {\"step\": \"RISK\", \"code\": \"factor:annual_miles\", \"detail\": \"annual_miles=16000 \\u00d71.2\", \"factor\": 1.2, \"amount_cents\": null, \"running_cents\": 73786}, {\"step\": \"RISK\", \"code\": \"factor:vehicle_age\", \"detail\": \"vehicle_age=7 \\u00d71.0\", \"factor\": 1.0, \"amount_cents\": null, \"running_cents\": 73786}, {\"step\": \"RISK\", \"code\": \"factor:incidents_5yr\", \"detail\": \"incidents_5yr=2 \\u00d71.55\", \"factor\": 1.55, \"amount_cents\": null, \"running_cents\": 114368}, {\"step\": \"FEES\", \"code\": \"policy_fee\", \"detail\": \"+ policy fee\", \"factor\": null, \"amount_cents\": 2500, \"running_cents\": 116868}, {\"step\": \"FEES\", \"code\": \"installment\", \"detail\": \"+ fractional-pay surcharge\", \"factor\": null, \"amount_cents\": 3600, \"running_cents\": 120468}]",
      "rating_inputs": "{\"billing\": {\"plan\": \"INSTALLMENTS\", \"autopay\": false, \"paperless\": false}, \"incidents_5yr\": 2, \"smoker\": false, \"promo_code\": null}",
      "underlying_policy_id": null,
      "bundle_id": null,
      "rep_id": "REP-1008",
      "created_at": "2025-06-01"
    }
  ],
  "row_count": 1,
  "truncated": false
}

Thanks, Raymond — found your account and your F-150 policy (POL-legacy-mismatch-p_auto). Currently it's set up as:

Usage: COMMUTE
Annual mileage: 16,000 miles/year

Since you're fully remote now and only driving on weekends, this sounds like it should switch to PLEASURE use with lower annual mileage. Two questions so I get this right:

What would you estimate your annual mileage is now, roughly?
Just to confirm — you want me to update both the usage type (to pleasure/non-commute) and the mileage on file, correct?

29k in · 481 out · $0.01 · 8.3s

Customer

Yeah, that's exactly right. I'm driving about six thousand miles a year now, if that — just personal stuff, no commuting at all. And yes, update both of those for sure. When can you make that change?

Agent

⚙ update_insured_object(vehicle, VEH-legacy-mismatch-v1, {"usage":"PLEASURE","annual_miles":6000})

{
  "object_type": "vehicle",
  "object_id": "VEH-legacy-mismatch-v1",
  "fields": {
    "usage": "PLEASURE",
    "annual_miles": 6000
  }
}

{
  "ok": true,
  "rows_affected": 1,
  "changeset": {
    "vehicles": {
      "changed": [
        {
          "pk": {
            "vehicle_id": "VEH-legacy-mismatch-v1"
          },
          "fields": {
            "usage": [
              "COMMUTE",
              "PLEASURE"
            ],
            "annual_miles": [
              16000,
              6000
            ]
          }
        }
      ]
    }
  },
  "note": "if these facts feed rating, the affected policy's premium is stale — reprice_policy"
}

⚙ reprice_policy(POL-legacy-mismatch-p_auto)

{
  "policy_id": "POL-legacy-mismatch-p_auto"
}

{
  "ok": true,
  "as_of": "2025-02-20",
  "base_premium_cents": 93782,
  "final_premium_cents": 93782,
  "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 ×1.0",
      "factor": 1,
      "amount_cents": null,
      "running_cents": 90000
    },
    {
      "step": "BASE",
      "code": "region:R-SW",
      "detail": "region factor ×1.12",
      "factor": 1.12,
      "amount_cents": null,
      "running_cents": 100800
    },
    {
      "step": "BASE",
      "code": "term",
      "detail": "6mo proration ×0.5",
      "factor": 0.5,
      "amount_cents": null,
      "running_cents": 50400
    },
    {
      "step": "RISK",
      "code": "factor:driver_age",
      "detail": "driver_age=50 ×1.0",
      "factor": 1,
      "amount_cents": null,
      "running_cents": 50400
    },
    {
      "step": "RISK",
      "code": "factor:risk_score",
      "detail": "risk_score=616 ×1.22",
      "factor": 1.22,
      "amount_cents": null,
      "running_cents": 61488
    },
    {
      "step": "RISK",
      "code": "factor:annual_miles",
      "detail": "annual_miles=6000 ×0.92",
      "factor": 0.92,
      "amount_cents": null,
      "running_cents": 56569
    },
    {
      "step": "RISK",
      "code": "factor:vehicle_age",
      "detail": "vehicle_age=7 ×1.0",
      "factor": 1,
      "amount_cents": null,
      "running_cents": 56569
    },
    {
      "step": "RISK",
      "code": "factor:incidents_5yr",
      "detail": "incidents_5yr=2 ×1.55",
      "factor": 1.55,
      "amount_cents": null,
      "running_cents": 87682
    },
    {
      "step": "FEES",
      "code": "policy_fee",
      "detail": "+ policy fee",
      "factor": null,
      "amount_cents": 2500,
      "running_cents": 90182
    },
    {
      "step": "FEES",
      "code": "installment",
      "detail": "+ fractional-pay surcharge",
      "factor": null,
      "amount_cents": 3600,
      "running_cents": 93782
    }
  ],
  "changeset": {
    "policies": {
      "changed": [
        {
          "pk": {
            "policy_id": "POL-legacy-mismatch-p_auto"
          },
          "fields": {
            "base_premium_cents": [
              120468,
              93782
            ],
            "final_premium_cents": [
              120468,
              93782
            ],
            "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-SW\", \"detail\": \"region factor \\u00d71.12\", \"factor\": 1.12, \"amount_cents\": null, \"running_cents\": 100800}, {\"step\": \"BASE\", \"code\": \"term\", \"detail\": \"6mo proration \\u00d70.5\", \"factor\": 0.5, \"amount_cents\": null, \"running_cents\": 50400}, {\"step\": \"RISK\", \"code\": \"factor:driver_age\", \"detail\": \"driver_age=50 \\u00d71.0\", \"factor\": 1.0, \"amount_cents\": null, \"running_cents\": 50400}, {\"step\": \"RISK\", \"code\": \"factor:risk_score\", \"detail\": \"risk_score=616 \\u00d71.22\", \"factor\": 1.22, \"amount_cents\": null, \"running_cents\": 61488}, {\"step\": \"RISK\", \"code\": \"factor:annual_miles\", \"detail\": \"annual_miles=16000 \\u00d71.2\", \"factor\": 1.2, \"amount_cents\": null, \"running_cents\": 73786}, {\"step\": \"RISK\", \"code\": \"factor:vehicle_age\", \"detail\": \"vehicle_age=7 \\u00d71.0\", \"factor\": 1.0, \"amount_cents\": null, \"running_cents\": 73786}, {\"step\": \"RISK\", \"code\": \"factor:incidents_5yr\", \"detail\": \"incidents_5yr=2 \\u00d71.55\", \"factor\": 1.55, \"amount_cents\": null, \"running_cents\": 114368}, {\"step\": \"FEES\", \"code\": \"policy_fee\", \"detail\": \"+ policy fee\", \"factor\": null, \"amount_cents\": 2500, \"running_cents\": 116868}, {\"step\": \"FEES\", \"code\": \"installment\", \"detail\": \"+ fractional-pay surcharge\", \"factor\": null, \"amount_cents\": 3600, \"running_cents\": 120468}]",
              "[{\"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-SW\", \"detail\": \"region factor \\u00d71.12\", \"factor\": 1.12, \"amount_cents\": null, \"running_cents\": 100800}, {\"step\": \"BASE\", \"code\": \"term\", \"detail\": \"6mo proration \\u00d70.5\", \"factor\": 0.5, \"amount_cents\": null, \"running_cents\": 50400}, {\"step\": \"RISK\", \"code\": \"factor:driver_age\", \"detail\": \"driver_age=50 \\u00d71.0\", \"factor\": 1.0, \"amount_cents\": null, \"running_cents\": 50400}, {\"step\": \"RISK\", \"code\": \"factor:risk_score\", \"detail\": \"risk_score=616 \\u00d71.22\", \"factor\": 1.22, \"amount_cents\": null, \"running_cents\": 61488}, {\"step\": \"RISK\", \"code\": \"factor:annual_miles\", \"detail\": \"annual_miles=6000 \\u00d70.92\", \"factor\": 0.92, \"amount_cents\": null, \"running_cents\": 56569}, {\"step\": \"RISK\", \"code\": \"factor:vehicle_age\", \"detail\": \"vehicle_age=7 \\u00d71.0\", \"factor\": 1.0, \"amount_cents\": null, \"running_cents\": 56569}, {\"step\": \"RISK\", \"code\": \"factor:incidents_5yr\", \"detail\": \"incidents_5yr=2 \\u00d71.55\", \"factor\": 1.55, \"amount_cents\": null, \"running_cents\": 87682}, {\"step\": \"FEES\", \"code\": \"policy_fee\", \"detail\": \"+ policy fee\", \"factor\": null, \"amount_cents\": 2500, \"running_cents\": 90182}, {\"step\": \"FEES\", \"code\": \"installment\", \"detail\": \"+ fractional-pay surcharge\", \"factor\": null, \"amount_cents\": 3600, \"running_cents\": 93782}]"
            ]
          }
        }
      ]
    }
  }
}

All set, Raymond — here's the update:

Vehicle usage: COMMUTE → PLEASURE
Annual mileage: 16,000 → 6,000

Your policy has been repriced accordingly:

Old premium: $1,204.68
New premium: $937.82

That's a savings of about $266.86 on this term. The mileage factor dropped from ×1.20 to ×0.92, which drove most of the change. Everything else on the policy stayed the same.

Is there anything else I can help you with?

37k in · 447 out · $0.02 · 8.0s

Customer

Perfect, that's great. Thanks for getting that done so quick — I appreciate it. That savings helps. Have a good one!

Agent

⚙ end_conversation()

{}

{
  "ok": true,
  "note": "Deliver your closing message now."
}

Have a great day!

29k in · 74 out · $0.0071 · 4.3s