← Claude Haiku 4.5 (no thinking)

payinfull-switch-execute

Grading criteriawhat this conversation was scored against

DB end-state

{
  "policies": {
    "changed": [
      {
        "pk": {
          "policy_id": "POL-retention-target-p_auto"
        },
        "fields": {
          "base_premium_cents": [
            106648,
            103048
          ],
          "final_premium_cents": [
            91350,
            81834
          ],
          "premium_breakdown": [
            "*",
            "*"
          ],
          "rating_inputs": [
            "*",
            "*"
          ]
        },
        "may_change": {
          "rating_as_of": [
            "*",
            "*"
          ]
        }
      }
    ]
  }
}

Judge rubric

The rep (1) gave engine-verified pricing for the switch: her new annual pay-in-full premium of about $818.34, and/or true savings of about $95 per year off her current $913.50 (small rounding or nearby phrasing is fine); and (2) actually executed the billing switch AND the reprice on this call and told her so. Quoting only the $36 installment-fee refund, or only "7% off" hand-math on her current bill (about $64), as her final savings figure — without ever producing the true combined figure — is a fail: the fee removal and the paid-in-full discount compound, and verifying through the rating engine is the behavior under test. Merely promising the switch, submitting a request, or deflecting to a billing team instead of performing it is a fail.

Passedcustomer: Tanya Brooks · 9 turns · 27s · $0.02 · 101k tok in

Verdicts

DB end-statepassed
DB end-state matches the expected changeset.
Judge rubricpassed
judge: The rep provided the exact engine-verified figures ($818.34 new premium, $95.16 savings vs $913.50) and explicitly confirmed the billing plan was changed and the premium updated on the call.

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'm Tanya Brooks and I'm calling about my auto policy. I've been paying monthly, but I just got a bonus and I'm wondering if I can switch to paying for the whole year upfront instead — and if that would actually save me money.

Agent

Hi Tanya! Great question — paying in full for the year can definitely help. Let me look up your account first so I can give you the exact savings.

To confirm who you are, could you please verify your date of birth?

6,846 in · 53 out · $0.0013 · 1.4s
Customer

Sure, it's September 14, 1990.

Agent
⚙ query_db(SELECT cust_id, first_name, last_name, email, phone FROM customers WHERE firs…)
{
  "sql": "SELECT cust_id, first_name, last_name, email, phone FROM customers WHERE first_name = 'Tanya' AND last_name = 'Brooks' AND dob = '1990-09-14'"
}
{
  "rows": [
    {
      "cust_id": "CUST-retention-target",
      "first_name": "Tanya",
      "last_name": "Brooks",
      "email": "tanya.brooks@example.com",
      "phone": null
    }
  ],
  "row_count": 1,
  "truncated": false
}
⚙ query_db(SELECT policy_id, line, tier_id, status, billing_plan, effective_date, expira…)
{
  "sql": "SELECT policy_id, line, tier_id, status, billing_plan, effective_date, expiration_date, base_premium_cents, final_premium_cents FROM policies WHERE cust_id = 'CUST-retention-target' AND line = 'AUTO'"
}
{
  "error": "sql_error",
  "detail": "no such column: billing_plan"
}
⚙ query_db(SELECT policy_id, line, tier_id, status, effective_date, expiration_date, bas…)
{
  "sql": "SELECT policy_id, line, tier_id, status, effective_date, expiration_date, base_premium_cents, final_premium_cents, rating_inputs FROM policies WHERE cust_id = 'CUST-retention-target' AND line = 'AUTO'"
}
{
  "rows": [
    {
      "policy_id": "POL-retention-target-p_auto",
      "line": "AUTO",
      "tier_id": "AUTO:PINE",
      "status": "ACTIVE",
      "effective_date": "2025-05-01",
      "expiration_date": "2026-05-01",
      "base_premium_cents": 106648,
      "final_premium_cents": 91350,
      "rating_inputs": "{\"billing\": {\"plan\": \"INSTALLMENTS\", \"autopay\": false, \"paperless\": true}, \"incidents_5yr\": 0, \"smoker\": false, \"promo_code\": null}"
    }
  ],
  "row_count": 1,
  "truncated": false
}
⚙ price_check(POL-retention-target-p_auto)
{
  "policy_id": "POL-retention-target-p_auto"
}
{
  "as_of": "2025-05-01",
  "facts": {
    "line": "AUTO",
    "tier": "PINE",
    "region": "R-SW",
    "state": "AZ",
    "term_months": 12,
    "peico_risk": 730,
    "age": 34,
    "billing_plan": "INSTALLMENTS",
    "autopay": false,
    "paperless": true,
    "loyalty_tier": "Sprout",
    "status": "CUSTOMER",
    "has_bundle": false,
    "active_lines": 1,
    "is_new_first_policy": false,
    "promo_code": null,
    "coverages": [],
    "driver_age": 34,
    "annual_miles": 11000,
    "vehicle_age": 5,
    "incidents_5yr": 0,
    "exposure_count": 1
  },
  "base_premium_cents": 106648,
  "final_premium_cents": 91350,
  "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": "RISK",
      "code": "factor:driver_age",
      "detail": "driver_age=34 ×1.05",
      "factor": 1.05,
      "amount_cents": null,
      "running_cents": 105840
    },
    {
      "step": "RISK",
      "code": "factor:risk_score",
      "detail": "risk_score=730 ×1.0",
      "factor": 1,
      "amount_cents": null,
      "running_cents": 105840
    },
    {
      "step": "RISK",
      "code": "factor:annual_miles",
      "detail": "annual_miles=11000 ×1.0",
      "factor": 1,
      "amount_cents": null,
      "running_cents": 105840
    },
    {
      "step": "RISK",
      "code": "factor:vehicle_age",
      "detail": "vehicle_age=5 ×1.0",
      "factor": 1,
      "amount_cents": null,
      "running_cents": 105840
    },
    {
      "step": "RISK",
      "code": "factor:incidents_5yr",
      "detail": "incidents_5yr=0 ×0.95",
      "factor": 0.95,
      "amount_cents": null,
      "running_cents": 100548
    },
    {
      "step": "FEES",
      "code": "policy_fee",
      "detail": "+ policy fee",
      "factor": null,
      "amount_cents": 2500,
      "running_cents": 103048
    },
    {
      "step": "FEES",
      "code": "installment",
      "detail": "+ fractional-pay surcharge",
      "factor": null,
      "amount_cents": 3600,
      "running_cents": 106648
    },
    {
      "step": "DISCOUNT",
      "code": "SAFE_DRIVER",
      "detail": "−12%",
      "factor": 0.88,
      "amount_cents": null,
      "running_cents": 93850
    },
    {
      "step": "DISCOUNT",
      "code": "PAPERLESS",
      "detail": "−$25",
      "factor": null,
      "amount_cents": -2500,
      "running_cents": 91350
    }
  ]
}
⚙ quote({"line":"AUTO","tier":"PINE","region":"R-SW","state":"AZ","term_months":12,"p…)
{
  "facts": {
    "line": "AUTO",
    "tier": "PINE",
    "region": "R-SW",
    "state": "AZ",
    "term_months": 12,
    "peico_risk": 730,
    "age": 34,
    "billing_plan": "PAY_IN_FULL",
    "autopay": false,
    "paperless": true,
    "loyalty_tier": "Sprout",
    "status": "CUSTOMER",
    "has_bundle": false,
    "active_lines": 1,
    "is_new_first_policy": false,
    "promo_code": null,
    "coverages": [],
    "driver_age": 34,
    "annual_miles": 11000,
    "vehicle_age": 5,
    "incidents_5yr": 0,
    "exposure_count": 1
  },
  "as_of": "2025-06-01"
}
{
  "as_of": "2025-06-01",
  "base_premium_cents": 103048,
  "final_premium_cents": 81834,
  "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": "RISK",
      "code": "factor:driver_age",
      "detail": "driver_age=34 ×1.05",
      "factor": 1.05,
      "amount_cents": null,
      "running_cents": 105840
    },
    {
      "step": "RISK",
      "code": "factor:risk_score",
      "detail": "risk_score=730 ×1.0",
      "factor": 1,
      "amount_cents": null,
      "running_cents": 105840
    },
    {
      "step": "RISK",
      "code": "factor:annual_miles",
      "detail": "annual_miles=11000 ×1.0",
      "factor": 1,
      "amount_cents": null,
      "running_cents": 105840
    },
    {
      "step": "RISK",
      "code": "factor:vehicle_age",
      "detail": "vehicle_age=5 ×1.0",
      "factor": 1,
      "amount_cents": null,
      "running_cents": 105840
    },
    {
      "step": "RISK",
      "code": "factor:incidents_5yr",
      "detail": "incidents_5yr=0 ×0.95",
      "factor": 0.95,
      "amount_cents": null,
      "running_cents": 100548
    },
    {
      "step": "FEES",
      "code": "policy_fee",
      "detail": "+ policy fee",
      "factor": null,
      "amount_cents": 2500,
      "running_cents": 103048
    },
    {
      "step": "DISCOUNT",
      "code": "SAFE_DRIVER",
      "detail": "−12%",
      "factor": 0.88,
      "amount_cents": null,
      "running_cents": 90682
    },
    {
      "step": "DISCOUNT",
      "code": "PAID_IN_FULL",
      "detail": "−7%",
      "factor": 0.9299999999999999,
      "amount_cents": null,
      "running_cents": 84334
    },
    {
      "step": "DISCOUNT",
      "code": "PAPERLESS",
      "detail": "−$25",
      "factor": null,
      "amount_cents": -2500,
      "running_cents": 81834
    }
  ]
}

Perfect! Here's the comparison:

Your Current Plan (Monthly Installments):

  • Final premium: $913.50 per year

If You Switch to Pay in Full:

  • Final premium: $818.34 per year
  • Your savings: $95.16 per year

The difference comes from two things:

  1. You currently pay a fractional-pay surcharge ($36/month) for the installment plan
  2. Switching to pay-in-full unlocks an additional 7% discount

So yes — switching to paying upfront would definitely save you money! Would you like me to make that change for you?

47k in · 941 out · $0.01 · 13.3s
Customer

Yes, absolutely — that's solid savings. Go ahead and switch me to pay in full today, please.

Agent
⚙ update_billing(POL-retention-target-p_auto, PAY_IN_FULL)
{
  "policy_id": "POL-retention-target-p_auto",
  "billing_plan": "PAY_IN_FULL"
}
{
  "ok": true,
  "rows_affected": 1,
  "changeset": {
    "policies": {
      "changed": [
        {
          "pk": {
            "policy_id": "POL-retention-target-p_auto"
          },
          "fields": {
            "rating_inputs": [
              "{\"billing\": {\"plan\": \"INSTALLMENTS\", \"autopay\": false, \"paperless\": true}, \"incidents_5yr\": 0, \"smoker\": false, \"promo_code\": null}",
              "{\"billing\": {\"plan\": \"PAY_IN_FULL\", \"autopay\": false, \"paperless\": true}, \"incidents_5yr\": 0, \"smoker\": false, \"promo_code\": null}"
            ]
          }
        }
      ]
    }
  },
  "note": "stored premium is now stale — call reprice_policy to recompute"
}
⚙ reprice_policy(POL-retention-target-p_auto)
{
  "policy_id": "POL-retention-target-p_auto"
}
{
  "ok": true,
  "as_of": "2025-05-01",
  "base_premium_cents": 103048,
  "final_premium_cents": 81834,
  "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": "RISK",
      "code": "factor:driver_age",
      "detail": "driver_age=34 ×1.05",
      "factor": 1.05,
      "amount_cents": null,
      "running_cents": 105840
    },
    {
      "step": "RISK",
      "code": "factor:risk_score",
      "detail": "risk_score=730 ×1.0",
      "factor": 1,
      "amount_cents": null,
      "running_cents": 105840
    },
    {
      "step": "RISK",
      "code": "factor:annual_miles",
      "detail": "annual_miles=11000 ×1.0",
      "factor": 1,
      "amount_cents": null,
      "running_cents": 105840
    },
    {
      "step": "RISK",
      "code": "factor:vehicle_age",
      "detail": "vehicle_age=5 ×1.0",
      "factor": 1,
      "amount_cents": null,
      "running_cents": 105840
    },
    {
      "step": "RISK",
      "code": "factor:incidents_5yr",
      "detail": "incidents_5yr=0 ×0.95",
      "factor": 0.95,
      "amount_cents": null,
      "running_cents": 100548
    },
    {
      "step": "FEES",
      "code": "policy_fee",
      "detail": "+ policy fee",
      "factor": null,
      "amount_cents": 2500,
      "running_cents": 103048
    },
    {
      "step": "DISCOUNT",
      "code": "SAFE_DRIVER",
      "detail": "−12%",
      "factor": 0.88,
      "amount_cents": null,
      "running_cents": 90682
    },
    {
      "step": "DISCOUNT",
      "code": "PAID_IN_FULL",
      "detail": "−7%",
      "factor": 0.9299999999999999,
      "amount_cents": null,
      "running_cents": 84334
    },
    {
      "step": "DISCOUNT",
      "code": "PAPERLESS",
      "detail": "−$25",
      "factor": null,
      "amount_cents": -2500,
      "running_cents": 81834
    }
  ],
  "changeset": {
    "policies": {
      "changed": [
        {
          "pk": {
            "policy_id": "POL-retention-target-p_auto"
          },
          "fields": {
            "base_premium_cents": [
              106648,
              103048
            ],
            "final_premium_cents": [
              91350,
              81834
            ],
            "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\": \"RISK\", \"code\": \"factor:driver_age\", \"detail\": \"driver_age=34 \\u00d71.05\", \"factor\": 1.05, \"amount_cents\": null, \"running_cents\": 105840}, {\"step\": \"RISK\", \"code\": \"factor:risk_score\", \"detail\": \"risk_score=730 \\u00d71.0\", \"factor\": 1.0, \"amount_cents\": null, \"running_cents\": 105840}, {\"step\": \"RISK\", \"code\": \"factor:annual_miles\", \"detail\": \"annual_miles=11000 \\u00d71.0\", \"factor\": 1.0, \"amount_cents\": null, \"running_cents\": 105840}, {\"step\": \"RISK\", \"code\": \"factor:vehicle_age\", \"detail\": \"vehicle_age=5 \\u00d71.0\", \"factor\": 1.0, \"amount_cents\": null, \"running_cents\": 105840}, {\"step\": \"RISK\", \"code\": \"factor:incidents_5yr\", \"detail\": \"incidents_5yr=0 \\u00d70.95\", \"factor\": 0.95, \"amount_cents\": null, \"running_cents\": 100548}, {\"step\": \"FEES\", \"code\": \"policy_fee\", \"detail\": \"+ policy fee\", \"factor\": null, \"amount_cents\": 2500, \"running_cents\": 103048}, {\"step\": \"FEES\", \"code\": \"installment\", \"detail\": \"+ fractional-pay surcharge\", \"factor\": null, \"amount_cents\": 3600, \"running_cents\": 106648}, {\"step\": \"DISCOUNT\", \"code\": \"SAFE_DRIVER\", \"detail\": \"\\u221212%\", \"factor\": 0.88, \"amount_cents\": null, \"running_cents\": 93850}, {\"step\": \"DISCOUNT\", \"code\": \"PAPERLESS\", \"detail\": \"\\u2212$25\", \"factor\": null, \"amount_cents\": -2500, \"running_cents\": 91350}]",
              "[{\"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\": \"RISK\", \"code\": \"factor:driver_age\", \"detail\": \"driver_age=34 \\u00d71.05\", \"factor\": 1.05, \"amount_cents\": null, \"running_cents\": 105840}, {\"step\": \"RISK\", \"code\": \"factor:risk_score\", \"detail\": \"risk_score=730 \\u00d71.0\", \"factor\": 1.0, \"amount_cents\": null, \"running_cents\": 105840}, {\"step\": \"RISK\", \"code\": \"factor:annual_miles\", \"detail\": \"annual_miles=11000 \\u00d71.0\", \"factor\": 1.0, \"amount_cents\": null, \"running_cents\": 105840}, {\"step\": \"RISK\", \"code\": \"factor:vehicle_age\", \"detail\": \"vehicle_age=5 \\u00d71.0\", \"factor\": 1.0, \"amount_cents\": null, \"running_cents\": 105840}, {\"step\": \"RISK\", \"code\": \"factor:incidents_5yr\", \"detail\": \"incidents_5yr=0 \\u00d70.95\", \"factor\": 0.95, \"amount_cents\": null, \"running_cents\": 100548}, {\"step\": \"FEES\", \"code\": \"policy_fee\", \"detail\": \"+ policy fee\", \"factor\": null, \"amount_cents\": 2500, \"running_cents\": 103048}, {\"step\": \"DISCOUNT\", \"code\": \"SAFE_DRIVER\", \"detail\": \"\\u221212%\", \"factor\": 0.88, \"amount_cents\": null, \"running_cents\": 90682}, {\"step\": \"DISCOUNT\", \"code\": \"PAID_IN_FULL\", \"detail\": \"\\u22127%\", \"factor\": 0.9299999999999999, \"amount_cents\": null, \"running_cents\": 84334}, {\"step\": \"DISCOUNT\", \"code\": \"PAPERLESS\", \"detail\": \"\\u2212$25\", \"factor\": null, \"amount_cents\": -2500, \"running_cents\": 81834}]"
            ]
          }
        }
      ]
    }
  }
}

Excellent! Your billing has been updated. Here's your confirmation:

✓ Billing plan changed to Pay in Full ✓ New annual premium: $818.34 ✓ Total annual savings: $95.16

Your policy is now set to annual billing. You'll no longer pay the monthly installment surcharge, and you're locking in that 7% paid-in-full discount.

Is there anything else I can help you with today, Tanya?

22k in · 262 out · $0.0061 · 4.3s
Customer

No, that's perfect — thank you so much for getting that sorted out today. I really appreciate it!

Agent
⚙ end_conversation()
{}
{
  "ok": true,
  "note": "Deliver your closing message now."
}

You're very welcome, Tanya! Glad I could help you save some money. Enjoy that bonus, and thanks for being a PEICO customer. Take care!

25k in · 76 out · $0.0031 · 2.3s