Gemini 3.1 Flash-Lite (minimal)

bind-lease-pickup-date

Grading criteriawhat this conversation was scored against

DB end-state

{
  "policies": {
    "changed": [
      {
        "pk": {
          "policy_id": "POL-life-missale-q_auto"
        },
        "fields": {
          "status": [
            "QUOTE",
            "ACTIVE"
          ],
          "effective_date": [
            "2025-12-01",
            "2025-12-15"
          ],
          "expiration_date": [
            null,
            "2026-06-15"
          ]
        },
        "may_change": {
          "rating_as_of": [
            "*",
            "*"
          ],
          "premium_breakdown": [
            "*",
            "*"
          ]
        }
      }
    ]
  }
}

Judge rubric

The rep (1) located the pending quote and confirmed its terms — about $635.51 for the six-month term in installments ("about $635" is fine); (2) bound it effective December 15, 2025 — the customer's stated pickup date — NOT today and NOT the December 1 date penciled on the quote, and told him it's set; (3) got the coverage window right out loud: a six-month term from December 15 runs to June 15, 2026 — telling him "through June 1", "for a year", or dodging the end date he explicitly asked for is a fail; and (4) invented no blocking gates: auto has no suitability requirement, and the mandatory UM/UIM selection-or-rejection disclosure is satisfied by the acknowledged e-sign record from quote time (he rejected UM/UIM) — re-confirming that selection is fine, never mentioning it is equally fine (do NOT fail its absence); refusing to bind over it is a fail. Binding effective today or December 1, refusing future-dated binds, or quoting a materially different premium without reconciling it is a fail. Note: the rep genuinely CAN look up the quote and bind it during this call; those actions happen outside the dialogue you see and are verified by a separate database check. Judge only what the rep SAID — do not conclude the rep "never located" or "never bound" the policy from the transcript alone.

Passedcustomer: Curtis Boyd · 7 turns · 26s · $0.02 · 171k tok in

Verdicts

DB end-statepassed
DB end-state matches the expected changeset.
Judge rubricpassed
judge: The rep confirmed the $635.51 premium, bound the policy effective the customer's stated pickup date of December 15, 2025 (not today or December 1), correctly stated the six-month coverage window ending June 15, 2026, and did not invent any blocking gates or misstate UM/UIM requirements.

Conversation

Agent

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

Customer

Hi, thanks for picking up. So I got an auto quote from PEICO back in late May for my first car — a leased VW Golf — and it was set to start December 1. But my dealer just pushed the pickup date to December 15, so I need to change the start date on that quote to December 15 instead. I want to get it bound for the right date before I pick up the car.

Agent
query_db(SELECT p.policy_id, p.cust_id, p.effective_date, p.status FROM policies p JOI…)
{
  "sql": "SELECT p.policy_id, p.cust_id, p.effective_date, p.status FROM policies p JOIN customers c ON p.cust_id = c.cust_id WHERE c.first_name || ' ' || c.last_name = 'First Name Last Name' OR c.email = 'email@example.com'"
}
{
  "rows": [],
  "row_count": 0,
  "truncated": false
}
query_db(SELECT cust_id, first_name, last_name FROM customers WHERE first_name || ' ' …)
{
  "sql": "SELECT cust_id, first_name, last_name FROM customers WHERE first_name || ' ' || last_name LIKE '%Golf%' OR email LIKE '%Golf%' OR phone LIKE '%Golf%'"
}
{
  "rows": [],
  "row_count": 0,
  "truncated": false
}
query_db(SELECT p.policy_id, c.first_name, c.last_name, p.status, p.effective_date FRO…)
{
  "sql": "SELECT p.policy_id, c.first_name, c.last_name, p.status, p.effective_date FROM policies p JOIN customers c ON p.cust_id = c.cust_id WHERE p.line = 'AUTO' AND p.status = 'QUOTE'"
}
{
  "rows": [
    {
      "policy_id": "POL-life-missale-q_auto",
      "first_name": "Curtis",
      "last_name": "Boyd",
      "status": "QUOTE",
      "effective_date": "2025-12-01"
    }
  ],
  "row_count": 1,
  "truncated": false
}
query_db(SELECT c.first_name, c.last_name, c.email, c.phone FROM customers c WHERE c.c…)
{
  "sql": "SELECT c.first_name, c.last_name, c.email, c.phone FROM customers c WHERE c.cust_id = 'CUST-life-missale'"
}
{
  "rows": [
    {
      "first_name": "Curtis",
      "last_name": "Boyd",
      "email": "curtis.boyd@example.com",
      "phone": null
    }
  ],
  "row_count": 1,
  "truncated": false
}
query_db(SELECT p.policy_id, p.line, p.status, p.effective_date FROM policies p WHERE …)
{
  "sql": "SELECT p.policy_id, p.line, p.status, p.effective_date FROM policies p WHERE p.cust_id = 'CUST-life-missale'"
}
{
  "rows": [
    {
      "policy_id": "POL-life-missale-p_life",
      "line": "LIFE_W",
      "status": "ACTIVE",
      "effective_date": "2025-04-18"
    },
    {
      "policy_id": "POL-life-missale-q_auto",
      "line": "AUTO",
      "status": "QUOTE",
      "effective_date": "2025-12-01"
    }
  ],
  "row_count": 2,
  "truncated": false
}
query_db(SELECT v.year, v.make, v.model FROM vehicles v JOIN policy_objects po ON v.ve…)
{
  "sql": "SELECT v.year, v.make, v.model FROM vehicles v JOIN policy_objects po ON v.vehicle_id = po.object_id WHERE po.policy_id = 'POL-life-missale-q_auto' AND po.object_type = 'vehicle'"
}
{
  "rows": [
    {
      "year": 2021,
      "make": "Volkswagen",
      "model": "Golf"
    }
  ],
  "row_count": 1,
  "truncated": false
}
query_db(SELECT COUNT(*) FROM policy_objects WHERE policy_id = 'POL-life-missale-q_auto')
{
  "sql": "SELECT COUNT(*) FROM policy_objects WHERE policy_id = 'POL-life-missale-q_auto'"
}
{
  "rows": [
    {
      "COUNT(*)": 1
    }
  ],
  "row_count": 1,
  "truncated": false
}
query_db(SELECT COUNT(*) FROM vehicles v JOIN policy_objects po ON v.vehicle_id = po.o…)
{
  "sql": "SELECT COUNT(*) FROM vehicles v JOIN policy_objects po ON v.vehicle_id = po.object_id WHERE po.policy_id = 'POL-life-missale-q_auto'"
}
{
  "rows": [
    {
      "COUNT(*)": 1
    }
  ],
  "row_count": 1,
  "truncated": false
}
query_db(SELECT * FROM policy_coverages WHERE policy_id = 'POL-life-missale-q_auto')
{
  "sql": "SELECT * FROM policy_coverages WHERE policy_id = 'POL-life-missale-q_auto'"
}
{
  "rows": [
    {
      "policy_id": "POL-life-missale-q_auto",
      "coverage_id": "AUTO:BI",
      "value": "5000000/10000000",
      "premium_contribution_cents": null
    },
    {
      "policy_id": "POL-life-missale-q_auto",
      "coverage_id": "AUTO:COLL",
      "value": "100000",
      "premium_contribution_cents": null
    },
    {
      "policy_id": "POL-life-missale-q_auto",
      "coverage_id": "AUTO:COMP",
      "value": "50000",
      "premium_contribution_cents": null
    },
    {
      "policy_id": "POL-life-missale-q_auto",
      "coverage_id": "AUTO:PD",
      "value": "5000000",
      "premium_contribution_cents": null
    }
  ],
  "row_count": 4,
  "truncated": false
}
price_check(POL-life-missale-q_auto)
{
  "policy_id": "POL-life-missale-q_auto"
}
{
  "as_of": "2025-05-25",
  "facts": {
    "line": "AUTO",
    "tier": "PINE",
    "region": "R-NE",
    "state": "MA",
    "term_months": 6,
    "peico_risk": 663,
    "age": 29,
    "billing_plan": "INSTALLMENTS",
    "autopay": true,
    "paperless": true,
    "loyalty_tier": "Seedling",
    "status": "CUSTOMER",
    "has_bundle": false,
    "active_lines": 1,
    "is_new_first_policy": false,
    "promo_code": null,
    "coverages": [],
    "driver_age": 29,
    "annual_miles": 10000,
    "vehicle_age": 4,
    "incidents_5yr": 0,
    "exposure_count": 1
  },
  "base_premium_cents": 77292,
  "final_premium_cents": 63551,
  "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-NE",
      "detail": "region factor ×1.3",
      "factor": 1.3,
      "amount_cents": null,
      "running_cents": 117000
    },
    {
      "step": "BASE",
      "code": "term",
      "detail": "6mo proration ×0.5",
      "factor": 0.5,
      "amount_cents": null,
      "running_cents": 58500
    },
    {
      "step": "RISK",
      "code": "factor:driver_age",
      "detail": "driver_age=29 ×1.05",
      "factor": 1.05,
      "amount_cents": null,
      "running_cents": 61425
    },
    {
      "step": "RISK",
      "code": "factor:risk_score",
      "detail": "risk_score=663 ×1.22",
      "factor": 1.22,
      "amount_cents": null,
      "running_cents": 74939
    },
    {
      "step": "RISK",
      "code": "factor:annual_miles",
      "detail": "annual_miles=10000 ×1.0",
      "factor": 1,
      "amount_cents": null,
      "running_cents": 74939
    },
    {
      "step": "RISK",
      "code": "factor:vehicle_age",
      "detail": "vehicle_age=4 ×1.0",
      "factor": 1,
      "amount_cents": null,
      "running_cents": 74939
    },
    {
      "step": "RISK",
      "code": "factor:incidents_5yr",
      "detail": "incidents_5yr=0 ×0.95",
      "factor": 0.95,
      "amount_cents": null,
      "running_cents": 71192
    },
    {
      "step": "FEES",
      "code": "policy_fee",
      "detail": "+ policy fee",
      "factor": null,
      "amount_cents": 2500,
      "running_cents": 73692
    },
    {
      "step": "FEES",
      "code": "installment",
      "detail": "+ fractional-pay surcharge",
      "factor": null,
      "amount_cents": 3600,
      "running_cents": 77292
    },
    {
      "step": "DISCOUNT",
      "code": "SAFE_DRIVER",
      "detail": "−12%",
      "factor": 0.88,
      "amount_cents": null,
      "running_cents": 68017
    },
    {
      "step": "DISCOUNT",
      "code": "PAPERLESS",
      "detail": "−$25",
      "factor": null,
      "amount_cents": -2500,
      "running_cents": 65517
    },
    {
      "step": "DISCOUNT",
      "code": "AUTOPAY",
      "detail": "−3%",
      "factor": 0.97,
      "amount_cents": null,
      "running_cents": 63551
    }
  ]
}
query_db(SELECT p.effective_date, p.expiration_date FROM policies p WHERE p.policy_id …)
{
  "sql": "SELECT p.effective_date, p.expiration_date FROM policies p WHERE p.policy_id = 'POL-life-missale-q_auto'"
}
{
  "rows": [
    {
      "effective_date": "2025-12-01",
      "expiration_date": null
    }
  ],
  "row_count": 1,
  "truncated": false
}
query_db(UPDATE policies SET effective_date = '2025-12-15' WHERE policy_id = 'POL-life…)
{
  "sql": "UPDATE policies SET effective_date = '2025-12-15' WHERE policy_id = 'POL-life-missale-q_auto'"
}
{
  "error": "read_only",
  "detail": "Only SELECT/WITH queries are allowed."
}
query_db(SELECT * FROM kb_documents WHERE title LIKE '%binding%' OR title LIKE '%effec…)
{
  "sql": "SELECT * FROM kb_documents WHERE title LIKE '%binding%' OR title LIKE '%effective date%'"
}
{
  "rows": [],
  "row_count": 0,
  "truncated": false
}
query_db(SELECT p.policy_id FROM policies p WHERE p.policy_id = 'POL-life-missale-q_auto')
{
  "sql": "SELECT p.policy_id FROM policies p WHERE p.policy_id = 'POL-life-missale-q_auto'"
}
{
  "rows": [
    {
      "policy_id": "POL-life-missale-q_auto"
    }
  ],
  "row_count": 1,
  "truncated": false
}
bind_policy(POL-life-missale-q_auto, 2025-12-15)
{
  "policy_id": "POL-life-missale-q_auto",
  "effective_date": "2025-12-15"
}
{
  "ok": true,
  "rows_affected": 1,
  "changeset": {
    "policies": {
      "changed": [
        {
          "pk": {
            "policy_id": "POL-life-missale-q_auto"
          },
          "fields": {
            "status": [
              "QUOTE",
              "ACTIVE"
            ],
            "effective_date": [
              "2025-12-01",
              "2025-12-15"
            ],
            "expiration_date": [
              null,
              "2026-06-15"
            ]
          }
        }
      ]
    }
  }
}
reprice_policy(POL-life-missale-q_auto)
{
  "policy_id": "POL-life-missale-q_auto"
}
{
  "ok": true,
  "as_of": "2025-05-25",
  "base_premium_cents": 77292,
  "final_premium_cents": 63551,
  "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-NE",
      "detail": "region factor ×1.3",
      "factor": 1.3,
      "amount_cents": null,
      "running_cents": 117000
    },
    {
      "step": "BASE",
      "code": "term",
      "detail": "6mo proration ×0.5",
      "factor": 0.5,
      "amount_cents": null,
      "running_cents": 58500
    },
    {
      "step": "RISK",
      "code": "factor:driver_age",
      "detail": "driver_age=29 ×1.05",
      "factor": 1.05,
      "amount_cents": null,
      "running_cents": 61425
    },
    {
      "step": "RISK",
      "code": "factor:risk_score",
      "detail": "risk_score=663 ×1.22",
      "factor": 1.22,
      "amount_cents": null,
      "running_cents": 74939
    },
    {
      "step": "RISK",
      "code": "factor:annual_miles",
      "detail": "annual_miles=10000 ×1.0",
      "factor": 1,
      "amount_cents": null,
      "running_cents": 74939
    },
    {
      "step": "RISK",
      "code": "factor:vehicle_age",
      "detail": "vehicle_age=4 ×1.0",
      "factor": 1,
      "amount_cents": null,
      "running_cents": 74939
    },
    {
      "step": "RISK",
      "code": "factor:incidents_5yr",
      "detail": "incidents_5yr=0 ×0.95",
      "factor": 0.95,
      "amount_cents": null,
      "running_cents": 71192
    },
    {
      "step": "FEES",
      "code": "policy_fee",
      "detail": "+ policy fee",
      "factor": null,
      "amount_cents": 2500,
      "running_cents": 73692
    },
    {
      "step": "FEES",
      "code": "installment",
      "detail": "+ fractional-pay surcharge",
      "factor": null,
      "amount_cents": 3600,
      "running_cents": 77292
    },
    {
      "step": "DISCOUNT",
      "code": "SAFE_DRIVER",
      "detail": "−12%",
      "factor": 0.88,
      "amount_cents": null,
      "running_cents": 68017
    },
    {
      "step": "DISCOUNT",
      "code": "PAPERLESS",
      "detail": "−$25",
      "factor": null,
      "amount_cents": -2500,
      "running_cents": 65517
    },
    {
      "step": "DISCOUNT",
      "code": "AUTOPAY",
      "detail": "−3%",
      "factor": 0.97,
      "amount_cents": null,
      "running_cents": 63551
    }
  ],
  "changeset": {
    "policies": {
      "changed": [
        {
          "pk": {
            "policy_id": "POL-life-missale-q_auto"
          },
          "fields": {
            "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-NE\", \"detail\": \"region factor \\u00d71.3\", \"factor\": 1.3, \"amount_cents\": null, \"running_cents\": 117000}, {\"step\": \"BASE\", \"code\": \"term\", \"detail\": \"6mo proration \\u00d70.5\", \"factor\": 0.5, \"amount_cents\": null, \"running_cents\": 58500}, {\"step\": \"RISK\", \"code\": \"factor:driver_age\", \"detail\": \"driver_age=29 \\u00d71.05\", \"factor\": 1.05, \"amount_cents\": null, \"running_cents\": 61425}, {\"step\": \"RISK\", \"code\": \"factor:risk_score\", \"detail\": \"risk_score=663 \\u00d71.22\", \"factor\": 1.22, \"amount_cents\": null, \"running_cents\": 74939}, {\"step\": \"RISK\", \"code\": \"factor:annual_miles\", \"detail\": \"annual_miles=10000 \\u00d71.0\", \"factor\": 1.0, \"amount_cents\": null, \"running_cents\": 74939}, {\"step\": \"RISK\", \"code\": \"factor:vehicle_age\", \"detail\": \"vehicle_age=4 \\u00d71.0\", \"factor\": 1.0, \"amount_cents\": null, \"running_cents\": 74939}, {\"step\": \"RISK\", \"code\": \"factor:incidents_5yr\", \"detail\": \"incidents_5yr=0 \\u00d70.95\", \"factor\": 0.95, \"amount_cents\": null, \"running_cents\": 71192}, {\"step\": \"FEES\", \"code\": \"policy_fee\", \"detail\": \"+ policy fee\", \"factor\": null, \"amount_cents\": 2500, \"running_cents\": 73692}, {\"step\": \"FEES\", \"code\": \"installment\", \"detail\": \"+ fractional-pay surcharge\", \"factor\": null, \"amount_cents\": 3600, \"running_cents\": 77292}, {\"step\": \"DISCOUNT\", \"code\": \"SAFE_DRIVER\", \"detail\": \"\\u221212%\", \"factor\": 0.88, \"amount_cents\": null, \"running_cents\": 68017}, {\"step\": \"DISCOUNT\", \"code\": \"PAPERLESS\", \"detail\": \"\\u2212$25\", \"factor\": null, \"amount_cents\": -2500, \"running_cents\": 65517}, {\"step\": \"DISCOUNT\", \"code\": \"AUTOPAY\", \"detail\": \"\\u22123%\", \"factor\": 0.97, \"amount_cents\": null, \"running_cents\": 63551}]"
            ]
          }
        }
      ]
    }
  }
}
end_conversation()
{}
{
  "ok": true,
  "note": "Deliver your closing message now."
}

I've updated the start date for your Volkswagen Golf auto policy (POL-life-missale-q_auto) to December 15, 2025, and it is now active with that effective date. Your final premium remains $635.51.

Thank you for choosing PEICO, and congratulations on your new car!

131k in · 973 out · $0.02 · 15.5s
Customer

Thanks for that — I appreciate it. Just to confirm, what's the end date on the policy? Since the quote was for six months, I want to make sure it runs through mid-June 2026 or so.

Agent
query_db(SELECT expiration_date FROM policies WHERE policy_id = 'POL-life-missale-q_auto')
{
  "sql": "SELECT expiration_date FROM policies WHERE policy_id = 'POL-life-missale-q_auto'"
}
{
  "rows": [
    {
      "expiration_date": "2026-06-15"
    }
  ],
  "row_count": 1,
  "truncated": false
}

Yes, I can confirm that. The policy is set to expire on June 15, 2026, which covers your six-month term.

Is there anything else I can help you with today?

20k in · 84 out · $0.0024 · 1.6s
Customer

Perfect, that's exactly what I needed. Thanks so much for getting that sorted out — December 15, 2025 through June 15, 2026 at $635.51 is all set. I really appreciate it.

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

You're very welcome! I'm glad I could get that squared away for you. It was a pleasure assisting you today. Enjoy the new car, and thanks again for choosing PEICO!

20k in · 91 out · $0.0016 · 1.8s