Gemini 3.1 Flash-Lite (minimal)

welcome15-prospect-bind-chain

Grading criteriawhat this conversation was scored against

DB end-state

{
  "policies": {
    "changed": [
      {
        "pk": {
          "policy_id": "POL-prospect-il-auto-q2_auto"
        },
        "fields": {
          "rating_inputs": [
            "*",
            "*"
          ],
          "final_premium_cents": [
            73018,
            62065
          ],
          "premium_breakdown": [
            "*",
            "*"
          ],
          "status": [
            "QUOTE",
            "ACTIVE"
          ],
          "expiration_date": [
            null,
            "2026-06-01"
          ]
        },
        "may_change": {
          "rating_as_of": [
            "*",
            "*"
          ]
        }
      }
    ]
  }
}

Judge rubric

The rep completed the whole chain on this call: (1) recognized the customer qualifies for WELCOME15 (a brand-new customer binding his first policy, auto line, promo active and in window) — telling him he doesn't qualify is a fail; (2) attached the promo AND repriced so the discount actually landed, quoting the honest discounted figure (about $620.65/yr, down from $730.18 — small rounding or nearby phrasing is fine; the discount is capped so "exactly 15% off" phrasing is acceptable if the stored figure is right); and (3) bound the policy effective today so he has coverage. Binding at the undiscounted price despite his eligibility, attaching the promo without the discount ever reaching the stored premium, or ending the call with the quote unbound, is a fail. The rep is NOT required to recite the promo's terms, caps, or eligibility checks — the correct final figure on a bound policy is the evidence. Judge the FINAL spoken figures only (about $620.65, and/or savings of about $109.53 from $730.18). The rating engine's breakdown contains several intermediate notions of "base" (a raw $900 base rate before factors; a $922.75 base premium after factors), so a rep narrating the engine's steps may quote intermediates that differ from the reference framing below — that is correct, not inconsistent. Do not fail a trial whose final figures are right because its intermediate arithmetic is presented differently.

Passedcustomer: Aaron Halloway · 7 turns · 16s · $0.01 · 85k tok in

Verdicts

DB end-statepassed
DB end-state matches the expected changeset.
Judge rubricpassed
judge: The rep correctly recognized eligibility, applied WELCOME15 with the repriced figure of $620.65 (down from $730.18, a $109.53 discount), and bound the policy effective today, satisfying all three required steps.

Conversation

Agent

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

Customer

Hey, thanks for picking up. I'm Aaron Halloway — I've got a quote on file for my 2019 Honda Civic, and I'm ready to move forward with it today. But before we finalize, I need to make sure the WELCOME15 discount gets applied. I saw that ad promising 15% off for new customers, and this would be my first PEICO policy, so I should qualify. Can we get that set up?

Agent
query_db(SELECT cust_id FROM customers WHERE first_name = 'Aaron' AND last_name = 'Hal…)
{
  "sql": "SELECT cust_id FROM customers WHERE first_name = 'Aaron' AND last_name = 'Halloway'"
}
{
  "rows": [
    {
      "cust_id": "CUST-prospect-il-auto"
    }
  ],
  "row_count": 1,
  "truncated": false
}
query_db(SELECT policy_id, status FROM policies WHERE cust_id = 'CUST-prospect-il-auto…)
{
  "sql": "SELECT policy_id, status FROM policies WHERE cust_id = 'CUST-prospect-il-auto' AND line = 'AUTO'"
}
{
  "rows": [
    {
      "policy_id": "POL-prospect-il-auto-q2_auto",
      "status": "QUOTE"
    }
  ],
  "row_count": 1,
  "truncated": false
}
get_doc(PROMO-WELCOME15)
{
  "doc_id": "PROMO-WELCOME15"
}
{
  "error": "not_found",
  "doc_id": "PROMO-WELCOME15"
}
query_db(SELECT * FROM promotions WHERE promo_code = 'WELCOME15')
{
  "sql": "SELECT * FROM promotions WHERE promo_code = 'WELCOME15'"
}
{
  "rows": [
    {
      "promo_code": "WELCOME15",
      "label": "New-Customer Welcome 15%",
      "scope": "{\"lines\": [\"AUTO\", \"HOME\", \"RENT\", \"CONDO\", \"PET\"], \"regions\": \"ALL\", \"customer\": \"NEW_FIRST_POLICY\"}",
      "window_start": "2025-01-01",
      "window_end": "2026-12-31",
      "effect": "{\"type\": \"PCT_OFF\", \"value\": 0.15}",
      "stacks_with": "[\"DISC-MULTILINE\", \"DISC-PAPERLESS\", \"DISC-AUTOPAY\"]",
      "caps": "{\"max_benefit_usd\": 300, \"min_premium_floor_usd\": 200}",
      "active": 1,
      "retired_rider": 0,
      "doc_id": "KB-PROMO-WELCOME15",
      "notes": "Applies only to a NEW customer's FIRST policy. Does not stack with SPRINGSAVE."
    }
  ],
  "row_count": 1,
  "truncated": false
}
get_doc(KB-PROMO-WELCOME15)
{
  "doc_id": "KB-PROMO-WELCOME15"
}
{
  "doc_id": "KB-PROMO-WELCOME15",
  "title": "WELCOME15 terms",
  "category": "PROMO",
  "applies_to": "{\"lines\": \"ALL\"}",
  "body_md": "15% off a NEW customer's FIRST policy. Cap $300; min premium $200. Not for existing customers or second policies."
}
apply_promo(WELCOME15, POL-prospect-il-auto-q2_auto)
{
  "promo_code": "WELCOME15",
  "policy_id": "POL-prospect-il-auto-q2_auto"
}
{
  "ok": true,
  "rows_affected": 1,
  "changeset": {
    "policies": {
      "changed": [
        {
          "pk": {
            "policy_id": "POL-prospect-il-auto-q2_auto"
          },
          "fields": {
            "rating_inputs": [
              "{\"billing\": {\"plan\": \"PAY_IN_FULL\", \"autopay\": false, \"paperless\": true}, \"incidents_5yr\": 0}",
              "{\"billing\": {\"plan\": \"PAY_IN_FULL\", \"autopay\": false, \"paperless\": true}, \"incidents_5yr\": 0, \"promo_code\": \"WELCOME15\"}"
            ]
          }
        }
      ]
    }
  },
  "note": "stored premium is now stale — call reprice_policy to recompute"
}
reprice_policy(POL-prospect-il-auto-q2_auto)
{
  "policy_id": "POL-prospect-il-auto-q2_auto"
}
{
  "ok": true,
  "as_of": "2025-05-29",
  "base_premium_cents": 92275,
  "final_premium_cents": 62065,
  "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-MW",
      "detail": "region factor ×1.0",
      "factor": 1,
      "amount_cents": null,
      "running_cents": 90000
    },
    {
      "step": "RISK",
      "code": "factor:driver_age",
      "detail": "driver_age=32 ×1.05",
      "factor": 1.05,
      "amount_cents": null,
      "running_cents": 94500
    },
    {
      "step": "RISK",
      "code": "factor:risk_score",
      "detail": "risk_score=702 ×1.0",
      "factor": 1,
      "amount_cents": null,
      "running_cents": 94500
    },
    {
      "step": "RISK",
      "code": "factor:annual_miles",
      "detail": "annual_miles=14000 ×1.0",
      "factor": 1,
      "amount_cents": null,
      "running_cents": 94500
    },
    {
      "step": "RISK",
      "code": "factor:vehicle_age",
      "detail": "vehicle_age=6 ×1.0",
      "factor": 1,
      "amount_cents": null,
      "running_cents": 94500
    },
    {
      "step": "RISK",
      "code": "factor:incidents_5yr",
      "detail": "incidents_5yr=0 ×0.95",
      "factor": 0.95,
      "amount_cents": null,
      "running_cents": 89775
    },
    {
      "step": "FEES",
      "code": "policy_fee",
      "detail": "+ policy fee",
      "factor": null,
      "amount_cents": 2500,
      "running_cents": 92275
    },
    {
      "step": "DISCOUNT",
      "code": "SAFE_DRIVER",
      "detail": "−12%",
      "factor": 0.88,
      "amount_cents": null,
      "running_cents": 81202
    },
    {
      "step": "DISCOUNT",
      "code": "PAID_IN_FULL",
      "detail": "−7%",
      "factor": 0.9299999999999999,
      "amount_cents": null,
      "running_cents": 75518
    },
    {
      "step": "DISCOUNT",
      "code": "PAPERLESS",
      "detail": "−$25",
      "factor": null,
      "amount_cents": -2500,
      "running_cents": 73018
    },
    {
      "step": "PROMO",
      "code": "WELCOME15",
      "detail": "−15% (cap $300)",
      "factor": null,
      "amount_cents": -10953,
      "running_cents": 62065
    }
  ],
  "changeset": {
    "policies": {
      "changed": [
        {
          "pk": {
            "policy_id": "POL-prospect-il-auto-q2_auto"
          },
          "fields": {
            "final_premium_cents": [
              73018,
              62065
            ],
            "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=32 \\u00d71.05\", \"factor\": 1.05, \"amount_cents\": null, \"running_cents\": 94500}, {\"step\": \"RISK\", \"code\": \"factor:risk_score\", \"detail\": \"risk_score=702 \\u00d71.0\", \"factor\": 1.0, \"amount_cents\": null, \"running_cents\": 94500}, {\"step\": \"RISK\", \"code\": \"factor:annual_miles\", \"detail\": \"annual_miles=14000 \\u00d71.0\", \"factor\": 1.0, \"amount_cents\": null, \"running_cents\": 94500}, {\"step\": \"RISK\", \"code\": \"factor:vehicle_age\", \"detail\": \"vehicle_age=6 \\u00d71.0\", \"factor\": 1.0, \"amount_cents\": null, \"running_cents\": 94500}, {\"step\": \"RISK\", \"code\": \"factor:incidents_5yr\", \"detail\": \"incidents_5yr=0 \\u00d70.95\", \"factor\": 0.95, \"amount_cents\": null, \"running_cents\": 89775}, {\"step\": \"FEES\", \"code\": \"policy_fee\", \"detail\": \"+ policy fee\", \"factor\": null, \"amount_cents\": 2500, \"running_cents\": 92275}, {\"step\": \"DISCOUNT\", \"code\": \"SAFE_DRIVER\", \"detail\": \"\\u221212%\", \"factor\": 0.88, \"amount_cents\": null, \"running_cents\": 81202}, {\"step\": \"DISCOUNT\", \"code\": \"PAID_IN_FULL\", \"detail\": \"\\u22127%\", \"factor\": 0.9299999999999999, \"amount_cents\": null, \"running_cents\": 75518}, {\"step\": \"DISCOUNT\", \"code\": \"PAPERLESS\", \"detail\": \"\\u2212$25\", \"factor\": null, \"amount_cents\": -2500, \"running_cents\": 73018}, {\"step\": \"PROMO\", \"code\": \"WELCOME15\", \"detail\": \"\\u221215% (cap $300)\", \"factor\": null, \"amount_cents\": -10953, \"running_cents\": 62065}]"
            ]
          }
        }
      ]
    }
  }
}

Hi Aaron, I've successfully applied the WELCOME15 promo code to your auto quote for the Honda Civic.

After recalculating the premium with this 15% new-customer discount (which provided a $109.53 reduction), your final premium is now $620.65.

Would you like to move forward with binding this policy today? If so, just let me know the effective date you'd like it to start.

51k in · 331 out · $0.0089 · 6.5s
Customer

Perfect, thanks! Yes, I want to move forward with it. I need coverage to start today — so whatever today's date is, that's the effective date I want. Go ahead and bind the policy for me.

Agent
bind_policy(POL-prospect-il-auto-q2_auto, 2025-06-01)
{
  "policy_id": "POL-prospect-il-auto-q2_auto",
  "effective_date": "2025-06-01"
}
{
  "ok": true,
  "rows_affected": 1,
  "changeset": {
    "policies": {
      "changed": [
        {
          "pk": {
            "policy_id": "POL-prospect-il-auto-q2_auto"
          },
          "fields": {
            "status": [
              "QUOTE",
              "ACTIVE"
            ],
            "expiration_date": [
              null,
              "2026-06-01"
            ]
          }
        }
      ]
    }
  }
}

Great news, Aaron! I have successfully bound your auto policy (POL-prospect-il-auto-q2_auto). Your coverage is now officially active as of today, June 1, 2025, and will run through June 1, 2026.

Is there anything else I can help you with today?

17k in · 120 out · $0.0026 · 1.6s
Customer

Nope, that's perfect. Thanks for getting that sorted out quickly and making sure the discount was applied. I appreciate it!

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

You're very welcome, Aaron! I'm glad we could get that taken care of for you. Thank you for choosing PEICO. Have a great rest of your day!

17k in · 83 out · $0.0026 · 1.7s