Gemini 3.1 Flash-Lite (minimal)

pet-wellness-drop-phone

Grading criteriawhat this conversation was scored against

DB end-state

{
  "customers": {
    "changed": [
      {
        "pk": {
          "cust_id": "CUST-loyalty-oldgrowth"
        },
        "fields": {
          "phone": [
            null,
            "616-555-0148"
          ]
        }
      }
    ]
  },
  "policies": {
    "changed": [
      {
        "pk": {
          "policy_id": "POL-loyalty-oldgrowth-p_pet"
        },
        "fields": {
          "base_premium_cents": [
            68170,
            56170
          ],
          "final_premium_cents": [
            56117,
            45834
          ],
          "premium_breakdown": [
            "*",
            "*"
          ]
        },
        "may_change": {
          "rating_as_of": [
            "*",
            "*"
          ]
        }
      }
    ]
  },
  "policy_coverages": {
    "removed": [
      {
        "pk": {
          "policy_id": "POL-loyalty-oldgrowth-p_pet",
          "coverage_id": "PET:WELLNESS"
        },
        "row": {
          "policy_id": "POL-loyalty-oldgrowth-p_pet",
          "coverage_id": "PET:WELLNESS",
          "value": "true",
          "premium_contribution_cents": 12000
        }
      }
    ]
  }
}

Judge rubric

The rep completed BOTH requests on this call: (1) removed the wellness rider from the PET policy and repriced it, telling him a concrete outcome — the $120/yr list price, the true savings of about $102.83/yr, or the new total of about $458.34/yr are all acceptable; and (2) stored his phone number exactly as dictated (616-555-0148), ideally with a read-back. The auto policy and everything else stay untouched. Completing only one of the two and ending the call is a fail. Removing the rider without repricing, storing a mistyped number, refusing either request, or deflecting either to another team is a fail. Briefly confirming what the rider covers before removal is good practice, not a fail.

Passedcustomer: Harold Nyberg · 7 turns · 15s · $0.01 · 82k tok in

Verdicts

DB end-statepassed
DB end-state matches the expected changeset.
Judge rubricpassed
judge: The rep completed both requests, providing the new final premium ($458.34) for the pet policy after rider removal and confirming the phone number 616-555-0148 exactly as dictated, though without a read-back.

Conversation

Agent

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

Customer

Hi there. I need to make a couple of changes to my accounts. First, I'd like to remove the wellness rider from Biscuit's pet policy — I've done the math and it's costing me more than just paying for the vet visits out of pocket. Can you help with that?

Agent
query_db(SELECT c.cust_id, p.policy_id, p.tier_id FROM customers c JOIN policies p ON …)
{
  "sql": "SELECT c.cust_id, p.policy_id, p.tier_id\nFROM customers c\nJOIN policies p ON c.cust_id = p.cust_id\nJOIN policy_objects po ON p.policy_id = po.policy_id\nJOIN pets pt ON po.object_id = pt.pet_id\nWHERE pt.name = 'Biscuit' AND p.line = 'PET' AND p.status = 'ACTIVE'"
}
{
  "rows": [
    {
      "cust_id": "CUST-loyalty-oldgrowth",
      "policy_id": "POL-loyalty-oldgrowth-p_pet",
      "tier_id": "PET:EVERGREEN"
    }
  ],
  "row_count": 1,
  "truncated": false
}
query_db(SELECT c.coverage_id, c.code, c.label FROM policy_coverages pc JOIN coverages…)
{
  "sql": "SELECT c.coverage_id, c.code, c.label\nFROM policy_coverages pc\nJOIN coverages c ON pc.coverage_id = c.coverage_id\nWHERE pc.policy_id = 'POL-loyalty-oldgrowth-p_pet'"
}
{
  "rows": [
    {
      "coverage_id": "PET:ANNUAL_MAX",
      "code": "ANNUAL_MAX",
      "label": "Annual Benefit Limit"
    },
    {
      "coverage_id": "PET:DEDUCT",
      "code": "DEDUCT",
      "label": "Annual Deductible"
    },
    {
      "coverage_id": "PET:DENTAL",
      "code": "DENTAL",
      "label": "Dental Illness"
    },
    {
      "coverage_id": "PET:EXAM_FEE",
      "code": "EXAM_FEE",
      "label": "Exam Fees"
    },
    {
      "coverage_id": "PET:REIMB_PCT",
      "code": "REIMB_PCT",
      "label": "Reimbursement Percentage"
    },
    {
      "coverage_id": "PET:WELLNESS",
      "code": "WELLNESS",
      "label": "Wellness/Routine Care"
    }
  ],
  "row_count": 6,
  "truncated": false
}
update_coverages(POL-loyalty-oldgrowth-p_pet, ["PET:WELLNESS"])
{
  "policy_id": "POL-loyalty-oldgrowth-p_pet",
  "remove": [
    "PET:WELLNESS"
  ]
}
{
  "error": "not_on_policy",
  "coverage_id": "PET:PET:WELLNESS"
}
query_db(SELECT coverage_id FROM coverages WHERE code = 'WELLNESS' AND line = 'PET')
{
  "sql": "SELECT coverage_id FROM coverages WHERE code = 'WELLNESS' AND line = 'PET'"
}
{
  "rows": [
    {
      "coverage_id": "PET:WELLNESS"
    }
  ],
  "row_count": 1,
  "truncated": false
}
update_coverages(POL-loyalty-oldgrowth-p_pet, ["WELLNESS"])
{
  "policy_id": "POL-loyalty-oldgrowth-p_pet",
  "remove": [
    "WELLNESS"
  ]
}
{
  "ok": true,
  "changesets": [
    {
      "policy_coverages": {
        "removed": [
          {
            "pk": {
              "policy_id": "POL-loyalty-oldgrowth-p_pet",
              "coverage_id": "PET:WELLNESS"
            },
            "row": {
              "policy_id": "POL-loyalty-oldgrowth-p_pet",
              "coverage_id": "PET:WELLNESS",
              "value": "true",
              "premium_contribution_cents": 12000
            }
          }
        ]
      }
    }
  ],
  "note": "stored premium is now stale — call reprice_policy to recompute"
}
reprice_policy(POL-loyalty-oldgrowth-p_pet)
{
  "policy_id": "POL-loyalty-oldgrowth-p_pet"
}
{
  "ok": true,
  "as_of": "2025-01-20",
  "base_premium_cents": 56170,
  "final_premium_cents": 45834,
  "breakdown": [
    {
      "step": "BASE",
      "code": "base",
      "detail": "base_rate $240",
      "factor": null,
      "amount_cents": null,
      "running_cents": 24000
    },
    {
      "step": "BASE",
      "code": "tier:EVERGREEN",
      "detail": "tier factor ×1.45",
      "factor": 1.45,
      "amount_cents": null,
      "running_cents": 34800
    },
    {
      "step": "BASE",
      "code": "region:R-MW",
      "detail": "region factor ×1.0",
      "factor": 1,
      "amount_cents": null,
      "running_cents": 34800
    },
    {
      "step": "RISK",
      "code": "factor:species",
      "detail": "species=DOG ×1.1",
      "factor": 1.1,
      "amount_cents": null,
      "running_cents": 38280
    },
    {
      "step": "RISK",
      "code": "factor:pet_age",
      "detail": "pet_age=5 ×1.0",
      "factor": 1,
      "amount_cents": null,
      "running_cents": 38280
    },
    {
      "step": "RISK",
      "code": "factor:reimburse_pct",
      "detail": "reimburse_pct=0.9 ×1.18",
      "factor": 1.18,
      "amount_cents": null,
      "running_cents": 45170
    },
    {
      "step": "COVERAGE",
      "code": "DENTAL",
      "detail": "+ DENTAL $60",
      "factor": null,
      "amount_cents": 6000,
      "running_cents": 51170
    },
    {
      "step": "COVERAGE",
      "code": "EXAM_FEE",
      "detail": "+ EXAM_FEE $25",
      "factor": null,
      "amount_cents": 2500,
      "running_cents": 53670
    },
    {
      "step": "FEES",
      "code": "policy_fee",
      "detail": "+ policy fee",
      "factor": null,
      "amount_cents": 2500,
      "running_cents": 56170
    },
    {
      "step": "DISCOUNT",
      "code": "PAID_IN_FULL",
      "detail": "−7%",
      "factor": 0.9299999999999999,
      "amount_cents": null,
      "running_cents": 52238
    },
    {
      "step": "DISCOUNT",
      "code": "PAPERLESS",
      "detail": "−$25",
      "factor": null,
      "amount_cents": -2500,
      "running_cents": 49738
    },
    {
      "step": "DISCOUNT",
      "code": "AUTOPAY",
      "detail": "−3%",
      "factor": 0.97,
      "amount_cents": null,
      "running_cents": 48246
    },
    {
      "step": "DISCOUNT",
      "code": "LOYALTY",
      "detail": "−5%",
      "factor": 0.95,
      "amount_cents": null,
      "running_cents": 45834
    }
  ],
  "changeset": {
    "policies": {
      "changed": [
        {
          "pk": {
            "policy_id": "POL-loyalty-oldgrowth-p_pet"
          },
          "fields": {
            "base_premium_cents": [
              68170,
              56170
            ],
            "final_premium_cents": [
              56117,
              45834
            ],
            "premium_breakdown": [
              "[{\"step\": \"BASE\", \"code\": \"base\", \"detail\": \"base_rate $240\", \"factor\": null, \"amount_cents\": null, \"running_cents\": 24000}, {\"step\": \"BASE\", \"code\": \"tier:EVERGREEN\", \"detail\": \"tier factor \\u00d71.45\", \"factor\": 1.45, \"amount_cents\": null, \"running_cents\": 34800}, {\"step\": \"BASE\", \"code\": \"region:R-MW\", \"detail\": \"region factor \\u00d71.0\", \"factor\": 1.0, \"amount_cents\": null, \"running_cents\": 34800}, {\"step\": \"RISK\", \"code\": \"factor:species\", \"detail\": \"species=DOG \\u00d71.1\", \"factor\": 1.1, \"amount_cents\": null, \"running_cents\": 38280}, {\"step\": \"RISK\", \"code\": \"factor:pet_age\", \"detail\": \"pet_age=5 \\u00d71.0\", \"factor\": 1.0, \"amount_cents\": null, \"running_cents\": 38280}, {\"step\": \"RISK\", \"code\": \"factor:reimburse_pct\", \"detail\": \"reimburse_pct=0.9 \\u00d71.18\", \"factor\": 1.18, \"amount_cents\": null, \"running_cents\": 45170}, {\"step\": \"COVERAGE\", \"code\": \"DENTAL\", \"detail\": \"+ DENTAL $60\", \"factor\": null, \"amount_cents\": 6000, \"running_cents\": 51170}, {\"step\": \"COVERAGE\", \"code\": \"EXAM_FEE\", \"detail\": \"+ EXAM_FEE $25\", \"factor\": null, \"amount_cents\": 2500, \"running_cents\": 53670}, {\"step\": \"COVERAGE\", \"code\": \"WELLNESS\", \"detail\": \"+ WELLNESS $120\", \"factor\": null, \"amount_cents\": 12000, \"running_cents\": 65670}, {\"step\": \"FEES\", \"code\": \"policy_fee\", \"detail\": \"+ policy fee\", \"factor\": null, \"amount_cents\": 2500, \"running_cents\": 68170}, {\"step\": \"DISCOUNT\", \"code\": \"PAID_IN_FULL\", \"detail\": \"\\u22127%\", \"factor\": 0.9299999999999999, \"amount_cents\": null, \"running_cents\": 63398}, {\"step\": \"DISCOUNT\", \"code\": \"PAPERLESS\", \"detail\": \"\\u2212$25\", \"factor\": null, \"amount_cents\": -2500, \"running_cents\": 60898}, {\"step\": \"DISCOUNT\", \"code\": \"AUTOPAY\", \"detail\": \"\\u22123%\", \"factor\": 0.97, \"amount_cents\": null, \"running_cents\": 59071}, {\"step\": \"DISCOUNT\", \"code\": \"LOYALTY\", \"detail\": \"\\u22125%\", \"factor\": 0.95, \"amount_cents\": null, \"running_cents\": 56117}]",
              "[{\"step\": \"BASE\", \"code\": \"base\", \"detail\": \"base_rate $240\", \"factor\": null, \"amount_cents\": null, \"running_cents\": 24000}, {\"step\": \"BASE\", \"code\": \"tier:EVERGREEN\", \"detail\": \"tier factor \\u00d71.45\", \"factor\": 1.45, \"amount_cents\": null, \"running_cents\": 34800}, {\"step\": \"BASE\", \"code\": \"region:R-MW\", \"detail\": \"region factor \\u00d71.0\", \"factor\": 1.0, \"amount_cents\": null, \"running_cents\": 34800}, {\"step\": \"RISK\", \"code\": \"factor:species\", \"detail\": \"species=DOG \\u00d71.1\", \"factor\": 1.1, \"amount_cents\": null, \"running_cents\": 38280}, {\"step\": \"RISK\", \"code\": \"factor:pet_age\", \"detail\": \"pet_age=5 \\u00d71.0\", \"factor\": 1.0, \"amount_cents\": null, \"running_cents\": 38280}, {\"step\": \"RISK\", \"code\": \"factor:reimburse_pct\", \"detail\": \"reimburse_pct=0.9 \\u00d71.18\", \"factor\": 1.18, \"amount_cents\": null, \"running_cents\": 45170}, {\"step\": \"COVERAGE\", \"code\": \"DENTAL\", \"detail\": \"+ DENTAL $60\", \"factor\": null, \"amount_cents\": 6000, \"running_cents\": 51170}, {\"step\": \"COVERAGE\", \"code\": \"EXAM_FEE\", \"detail\": \"+ EXAM_FEE $25\", \"factor\": null, \"amount_cents\": 2500, \"running_cents\": 53670}, {\"step\": \"FEES\", \"code\": \"policy_fee\", \"detail\": \"+ policy fee\", \"factor\": null, \"amount_cents\": 2500, \"running_cents\": 56170}, {\"step\": \"DISCOUNT\", \"code\": \"PAID_IN_FULL\", \"detail\": \"\\u22127%\", \"factor\": 0.9299999999999999, \"amount_cents\": null, \"running_cents\": 52238}, {\"step\": \"DISCOUNT\", \"code\": \"PAPERLESS\", \"detail\": \"\\u2212$25\", \"factor\": null, \"amount_cents\": -2500, \"running_cents\": 49738}, {\"step\": \"DISCOUNT\", \"code\": \"AUTOPAY\", \"detail\": \"\\u22123%\", \"factor\": 0.97, \"amount_cents\": null, \"running_cents\": 48246}, {\"step\": \"DISCOUNT\", \"code\": \"LOYALTY\", \"detail\": \"\\u22125%\", \"factor\": 0.95, \"amount_cents\": null, \"running_cents\": 45834}]"
            ]
          }
        }
      ]
    }
  }
}

I have successfully removed the wellness rider from Biscuit's pet insurance policy (POL-loyalty-oldgrowth-p_pet).

After updating the coverage and recalculating the premium, your new final premium is $458.34.

Was there anything else you needed assistance with today?

46k in · 386 out · $0.0076 · 6.1s
Customer

Great, thank you. Yes — I also need to add my cell phone number to the account. It's six one six, five five five, zero one four eight.

Agent
update_contact(616-555-0148, CUST-loyalty-oldgrowth)
{
  "phone": "616-555-0148",
  "cust_id": "CUST-loyalty-oldgrowth"
}
{
  "ok": true,
  "rows_affected": 1,
  "changeset": {
    "customers": {
      "changed": [
        {
          "pk": {
            "cust_id": "CUST-loyalty-oldgrowth"
          },
          "fields": {
            "phone": [
              null,
              "616-555-0148"
            ]
          }
        }
      ]
    }
  }
}

I've successfully updated the phone number on your account (CUST-loyalty-oldgrowth) to 616-555-0148.

Is there anything else I can help you with today?

18k in · 90 out · $0.0028 · 2.1s
Customer

Perfect. That's everything I needed. Thanks for taking care of both of those for me today.

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

You're very welcome! I'm glad I could get those updates taken care of for you. Thank you for choosing PEICO, and have a wonderful day!

18k in · 73 out · $0.0029 · 1.8s