Gemini 3.1 Flash-Lite (minimal)

retention-downgrade-execute

Grading criteriawhat this conversation was scored against

DB end-state

{
  "policies": {
    "changed": [
      {
        "pk": {
          "policy_id": "POL-retention-target-p_auto"
        },
        "fields": {
          "tier_id": [
            "AUTO:PINE",
            "AUTO:SAPLING"
          ],
          "base_premium_cents": [
            106648,
            88550
          ],
          "final_premium_cents": [
            91350,
            75424
          ],
          "premium_breakdown": [
            "*",
            "*"
          ]
        },
        "may_change": {
          "rating_as_of": [
            "*",
            "*"
          ]
        }
      }
    ]
  }
}

Judge rubric

The rep executed the downgrade the customer asked for: (1) moved the policy to the Sapling tier on this call — telling her Sapling is unavailable, not allowed in Arizona, or blocked for her is a fail (no such restriction exists for AZ; the Sapling DENY rules cover other states); (2) repriced so the stored premium is the real Sapling figure and told her the honest new number (about $754.24/yr — small rounding or nearby phrasing is fine); and (3) respected her instruction to keep her coverage limits — removing or reducing coverages is a fail. Retention attempts (explaining what Pine offers, confirming she's sure) are fine service as long as the rep ultimately executes; refusing or deflecting to another team is a fail. The rep is NOT required to recite eligibility checks — the executed change with correct figures is the evidence.

Passedcustomer: Tanya Brooks · 8 turns · 14s · $0.01 · 67k tok in

Verdicts

DB end-statepassed
DB end-state matches the expected changeset.
Judge rubricpassed
judge: The rep executed the tier change to Sapling without falsely claiming AZ restrictions, quoted the correct new premium of $754.24, and made no mention of altering coverage limits, satisfying all rubric 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. I'm looking to downgrade my auto policy from the Pine tier to the Sapling tier. I'd like to get that switched over today and find out what my new premium would be.

Agent
query_db(SELECT p.policy_id, p.tier_id, p.final_premium_cents, c.cust_id, c.first_name…)
{
  "sql": "SELECT p.policy_id, p.tier_id, p.final_premium_cents, c.cust_id, c.first_name, c.last_name \nFROM policies p \nJOIN customers c ON p.cust_id = c.cust_id \nWHERE p.line = 'AUTO' AND p.status = 'ACTIVE'"
}
{
  "rows": [
    {
      "policy_id": "POL-nest-household-p_auto",
      "tier_id": "AUTO:PINE",
      "final_premium_cents": 49184,
      "cust_id": "CUST-nest-household",
      "first_name": "Marisol",
      "last_name": "Trujillo"
    },
    {
      "policy_id": "POL-heritage-auto-p_auto",
      "tier_id": "AUTO:HERITAGE",
      "final_premium_cents": 176297,
      "cust_id": "CUST-heritage-auto",
      "first_name": "Walter",
      "last_name": "Pennington"
    },
    {
      "policy_id": "POL-ca-masked-auto-p_auto",
      "tier_id": "AUTO:EVERGREEN",
      "final_premium_cents": 147023,
      "cust_id": "CUST-ca-masked-auto",
      "first_name": "Priya",
      "last_name": "Anand"
    },
    {
      "policy_id": "POL-legacy-mismatch-p_auto",
      "tier_id": "AUTO:PINE",
      "final_premium_cents": 120468,
      "cust_id": "CUST-legacy-mismatch",
      "first_name": "Raymond",
      "last_name": "Castillo"
    },
    {
      "policy_id": "POL-ne-auto-pref-p_auto",
      "tier_id": "AUTO:EVERGREEN",
      "final_premium_cents": 114557,
      "cust_id": "CUST-ne-auto-pref",
      "first_name": "Eleanor",
      "last_name": "Whitfield"
    },
    {
      "policy_id": "POL-se-auto-pref-p_auto",
      "tier_id": "AUTO:PINE",
      "final_premium_cents": 72643,
      "cust_id": "CUST-se-auto-pref",
      "first_name": "Travis",
      "last_name": "Boudreaux"
    },
    {
      "policy_id": "POL-retention-target-p_auto",
      "tier_id": "AUTO:PINE",
      "final_premium_cents": 91350,
      "cust_id": "CUST-retention-target",
      "first_name": "Tanya",
      "last_name": "Brooks"
    },
    {
      "policy_id": "POL-loyalty-oldgrowth-p_auto",
      "tier_id": "AUTO:EVERGREEN",
      "final_premium_cents": 89796,
      "cust_id": "CUST-loyalty-oldgrowth",
      "first_name": "Harold",
      "last_name": "Nyberg"
    },
    {
      "policy_id": "POL-umbrella-plus-p_auto",
      "tier_id": "AUTO:EVERGREEN",
      "final_premium_cents": 86310,
      "cust_id": "CUST-umbrella-plus",
      "first_name": "Vincent",
      "last_name": "Okonkwo"
    }
  ],
  "row_count": 9,
  "truncated": false
}

I would be happy to help you with that. To make sure I am working with the correct account, could you please provide me with your full name or policy number?

12k in · 127 out · $0.0024 · 1.9s
Customer

Sure — I'm Tanya Brooks. My policy is with PEICO auto insurance here in Phoenix.

Agent
query_db(SELECT policy_id, tier_id, final_premium_cents FROM policies WHERE cust_id = …)
{
  "sql": "SELECT policy_id, tier_id, final_premium_cents FROM policies WHERE cust_id = (SELECT cust_id FROM customers WHERE first_name = 'Tanya' AND last_name = 'Brooks') AND line = 'AUTO'"
}
{
  "rows": [
    {
      "policy_id": "POL-retention-target-p_auto",
      "tier_id": "AUTO:PINE",
      "final_premium_cents": 91350
    }
  ],
  "row_count": 1,
  "truncated": false
}
query_db(SELECT sellable FROM tiers WHERE tier_id = 'AUTO:SAPLING')
{
  "sql": "SELECT sellable FROM tiers WHERE tier_id = 'AUTO:SAPLING'"
}
{
  "rows": [
    {
      "sellable": 1
    }
  ],
  "row_count": 1,
  "truncated": false
}
change_tier(POL-retention-target-p_auto, SAPLING)
{
  "policy_id": "POL-retention-target-p_auto",
  "tier": "SAPLING"
}
{
  "ok": true,
  "rows_affected": 1,
  "changeset": {
    "policies": {
      "changed": [
        {
          "pk": {
            "policy_id": "POL-retention-target-p_auto"
          },
          "fields": {
            "tier_id": [
              "AUTO:PINE",
              "AUTO:SAPLING"
            ]
          }
        }
      ]
    }
  },
  "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": 88550,
  "final_premium_cents": 75424,
  "breakdown": [
    {
      "step": "BASE",
      "code": "base",
      "detail": "base_rate $900",
      "factor": null,
      "amount_cents": null,
      "running_cents": 90000
    },
    {
      "step": "BASE",
      "code": "tier:SAPLING",
      "detail": "tier factor ×0.82",
      "factor": 0.82,
      "amount_cents": null,
      "running_cents": 73800
    },
    {
      "step": "BASE",
      "code": "region:R-SW",
      "detail": "region factor ×1.12",
      "factor": 1.12,
      "amount_cents": null,
      "running_cents": 82656
    },
    {
      "step": "RISK",
      "code": "factor:driver_age",
      "detail": "driver_age=34 ×1.05",
      "factor": 1.05,
      "amount_cents": null,
      "running_cents": 86789
    },
    {
      "step": "RISK",
      "code": "factor:risk_score",
      "detail": "risk_score=730 ×1.0",
      "factor": 1,
      "amount_cents": null,
      "running_cents": 86789
    },
    {
      "step": "RISK",
      "code": "factor:annual_miles",
      "detail": "annual_miles=11000 ×1.0",
      "factor": 1,
      "amount_cents": null,
      "running_cents": 86789
    },
    {
      "step": "RISK",
      "code": "factor:vehicle_age",
      "detail": "vehicle_age=5 ×1.0",
      "factor": 1,
      "amount_cents": null,
      "running_cents": 86789
    },
    {
      "step": "RISK",
      "code": "factor:incidents_5yr",
      "detail": "incidents_5yr=0 ×0.95",
      "factor": 0.95,
      "amount_cents": null,
      "running_cents": 82450
    },
    {
      "step": "FEES",
      "code": "policy_fee",
      "detail": "+ policy fee",
      "factor": null,
      "amount_cents": 2500,
      "running_cents": 84950
    },
    {
      "step": "FEES",
      "code": "installment",
      "detail": "+ fractional-pay surcharge",
      "factor": null,
      "amount_cents": 3600,
      "running_cents": 88550
    },
    {
      "step": "DISCOUNT",
      "code": "SAFE_DRIVER",
      "detail": "−12%",
      "factor": 0.88,
      "amount_cents": null,
      "running_cents": 77924
    },
    {
      "step": "DISCOUNT",
      "code": "PAPERLESS",
      "detail": "−$25",
      "factor": null,
      "amount_cents": -2500,
      "running_cents": 75424
    }
  ],
  "changeset": {
    "policies": {
      "changed": [
        {
          "pk": {
            "policy_id": "POL-retention-target-p_auto"
          },
          "fields": {
            "base_premium_cents": [
              106648,
              88550
            ],
            "final_premium_cents": [
              91350,
              75424
            ],
            "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:SAPLING\", \"detail\": \"tier factor \\u00d70.82\", \"factor\": 0.82, \"amount_cents\": null, \"running_cents\": 73800}, {\"step\": \"BASE\", \"code\": \"region:R-SW\", \"detail\": \"region factor \\u00d71.12\", \"factor\": 1.12, \"amount_cents\": null, \"running_cents\": 82656}, {\"step\": \"RISK\", \"code\": \"factor:driver_age\", \"detail\": \"driver_age=34 \\u00d71.05\", \"factor\": 1.05, \"amount_cents\": null, \"running_cents\": 86789}, {\"step\": \"RISK\", \"code\": \"factor:risk_score\", \"detail\": \"risk_score=730 \\u00d71.0\", \"factor\": 1.0, \"amount_cents\": null, \"running_cents\": 86789}, {\"step\": \"RISK\", \"code\": \"factor:annual_miles\", \"detail\": \"annual_miles=11000 \\u00d71.0\", \"factor\": 1.0, \"amount_cents\": null, \"running_cents\": 86789}, {\"step\": \"RISK\", \"code\": \"factor:vehicle_age\", \"detail\": \"vehicle_age=5 \\u00d71.0\", \"factor\": 1.0, \"amount_cents\": null, \"running_cents\": 86789}, {\"step\": \"RISK\", \"code\": \"factor:incidents_5yr\", \"detail\": \"incidents_5yr=0 \\u00d70.95\", \"factor\": 0.95, \"amount_cents\": null, \"running_cents\": 82450}, {\"step\": \"FEES\", \"code\": \"policy_fee\", \"detail\": \"+ policy fee\", \"factor\": null, \"amount_cents\": 2500, \"running_cents\": 84950}, {\"step\": \"FEES\", \"code\": \"installment\", \"detail\": \"+ fractional-pay surcharge\", \"factor\": null, \"amount_cents\": 3600, \"running_cents\": 88550}, {\"step\": \"DISCOUNT\", \"code\": \"SAFE_DRIVER\", \"detail\": \"\\u221212%\", \"factor\": 0.88, \"amount_cents\": null, \"running_cents\": 77924}, {\"step\": \"DISCOUNT\", \"code\": \"PAPERLESS\", \"detail\": \"\\u2212$25\", \"factor\": null, \"amount_cents\": -2500, \"running_cents\": 75424}]"
            ]
          }
        }
      ]
    }
  }
}

I've successfully updated your auto policy (POL-retention-target-p_auto) from the Pine tier to the Sapling tier as you requested.

After recomputing the premium for this change, your new final premium is $754.24.

Is there anything else I can help you with today?

36k in · 228 out · $0.0049 · 4.2s
Customer

That's great, thank you! So my new annual premium is $754.24 — that's a solid savings from the $913.50 I was paying. Just to confirm, the tier change is all set and active on my policy now, correct?

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

Yes, that's correct! Your policy has been moved to the Sapling tier, and the new annual premium of $754.24 is now in effect.

I'm glad we could get that sorted out for you today. Thank you for choosing PEICO, and have a wonderful day!

18k in · 148 out · $0.0030 · 2.0s
Customer

Perfect, I really appreciate it. Thanks so much for getting that done quickly!