Claude Sonnet 5 (adaptive, high)

new-roof-reprice

Grading criteriawhat this conversation was scored against

DB end-state

{
  "dwellings": {
    "changed": [
      {
        "pk": {
          "dwelling_id": "DWL-fl-coastal-home-d1"
        },
        "fields": {
          "roof_age": [
            6,
            0
          ]
        }
      }
    ]
  },
  "policies": {
    "changed": [
      {
        "pk": {
          "policy_id": "POL-fl-coastal-home-p_home"
        },
        "fields": {
          "base_premium_cents": [
            574173,
            529408
          ],
          "final_premium_cents": [
            526797,
            485546
          ],
          "premium_breakdown": [
            "*",
            "*"
          ]
        },
        "may_change": {
          "rating_as_of": [
            "*",
            "*"
          ]
        }
      }
    ]
  }
}

Judge rubric

The rep (1) updated the dwelling record to reflect the brand-new roof (roof age zero); (2) repriced the policy through the rating engine and told her the real outcome: a new premium of about $4,855.46/yr and/or savings of about $412.51/yr off her current $5,267.97 (small rounding or nearby phrasing is fine); and (3) did it on this call. Asking for or noting her documentation is fine and good practice; refusing to update anything until an inspection/underwriting review happens, promising a future re-rate instead of performing one, or giving her a number that is not the engine's are fails. Telling her the roof makes no difference to her premium is a fail — roof age is a rating factor on home policies.

Passedcustomer: Gloria Esposito · 9 turns · 28s · $0.05 · 110k tok in

Verdicts

DB end-statepassed
DB end-state matches the expected changeset.
Judge rubricpassed
judge: The rep updated roof age to 0, repriced on this call, and gave the exact expected premium ($4,855.46) and savings ($412.51/yr) matching the reference answer.

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 just had my roof completely replaced — finished last week — and I want to get my policy updated to reflect that and find out what my new premium is.

Agent

I'd be happy to help with that! First, let me verify your identity — could you give me your name and the address associated with the policy (or your policy number / customer ID if you have it)?

8,768 in · 84 out · $0.0029 · 1.9s
Customer

Sure, it's Gloria Esposito. My address is 12 Mangrove Way, Naples, FL 34102.

Agent
query_db(SELECT c.cust_id, c.first_name, c.last_name, c.email, c.phone, a.line1, a.cit…)
{
  "sql": "SELECT c.cust_id, c.first_name, c.last_name, c.email, c.phone, a.line1, a.city, a.state, a.zip\nFROM customers c JOIN addresses a ON c.address_id = a.address_id\nWHERE c.first_name = 'Gloria' AND c.last_name = 'Esposito'"
}
{
  "rows": [
    {
      "cust_id": "CUST-fl-coastal-home",
      "first_name": "Gloria",
      "last_name": "Esposito",
      "email": "gloria.esposito@example.com",
      "phone": null,
      "line1": "12 Mangrove Way",
      "city": "Naples",
      "state": "FL",
      "zip": "34102"
    }
  ],
  "row_count": 1,
  "truncated": false
}
query_db(SELECT * FROM dwellings WHERE cust_id = 'CUST-fl-coastal-home')
{
  "sql": "SELECT * FROM dwellings WHERE cust_id = 'CUST-fl-coastal-home'"
}
{
  "rows": [
    {
      "dwelling_id": "DWL-fl-coastal-home-d1",
      "cust_id": "CUST-fl-coastal-home",
      "type": "home",
      "year_built": 1998,
      "construction": "MASONRY",
      "roof_age": 6,
      "sq_ft": 2800,
      "replacement_cost_cents": 52000000,
      "protection_class": 5,
      "dist_to_coast_mi": 2,
      "hoa_master_deductible_cents": null
    }
  ],
  "row_count": 1,
  "truncated": false
}
query_db(SELECT * FROM policies WHERE cust_id = 'CUST-fl-coastal-home')
{
  "sql": "SELECT * FROM policies WHERE cust_id = 'CUST-fl-coastal-home'"
}
{
  "rows": [
    {
      "policy_id": "POL-fl-coastal-home-p_home",
      "cust_id": "CUST-fl-coastal-home",
      "line": "HOME",
      "tier_id": "HOME:SEQUOIA",
      "status": "ACTIVE",
      "effective_date": "2025-04-01",
      "expiration_date": "2026-04-01",
      "term_months": 12,
      "rating_as_of": "2025-04-01",
      "base_premium_cents": 574173,
      "final_premium_cents": 526797,
      "premium_breakdown": "[{\"step\": \"BASE\", \"code\": \"base\", \"detail\": \"$4.2/$1k \\u00d7 RC $520,000.0\", \"factor\": null, \"amount_cents\": null, \"running_cents\": 218400}, {\"step\": \"BASE\", \"code\": \"tier:SEQUOIA\", \"detail\": \"tier factor \\u00d71.55\", \"factor\": 1.55, \"amount_cents\": null, \"running_cents\": 338520}, {\"step\": \"BASE\", \"code\": \"region:R-SE\", \"detail\": \"region factor \\u00d71.45\", \"factor\": 1.45, \"amount_cents\": null, \"running_cents\": 490854}, {\"step\": \"RISK\", \"code\": \"factor:roof_age\", \"detail\": \"roof_age=6 \\u00d71.0\", \"factor\": 1.0, \"amount_cents\": null, \"running_cents\": 490854}, {\"step\": \"RISK\", \"code\": \"factor:construction\", \"detail\": \"construction=MASONRY \\u00d70.95\", \"factor\": 0.95, \"amount_cents\": null, \"running_cents\": 466311}, {\"step\": \"RISK\", \"code\": \"factor:protection_class\", \"detail\": \"protection_class=5 \\u00d71.0\", \"factor\": 1.0, \"amount_cents\": null, \"running_cents\": 466311}, {\"step\": \"RISK\", \"code\": \"factor:dist_to_coast_mi\", \"detail\": \"dist_to_coast_mi=2 \\u00d71.2\", \"factor\": 1.2, \"amount_cents\": null, \"running_cents\": 559573}, {\"step\": \"RISK\", \"code\": \"factor:risk_score\", \"detail\": \"risk_score=715 \\u00d71.0\", \"factor\": 1.0, \"amount_cents\": null, \"running_cents\": 559573}, {\"step\": \"RISK\", \"code\": \"wind_hail_ded\", \"detail\": \"wind/hail ded 0.01 \\u00d71.0\", \"factor\": 1.0, \"amount_cents\": null, \"running_cents\": 559573}, {\"step\": \"COVERAGE\", \"code\": \"SERVICE_LN\", \"detail\": \"+ SERVICE_LN $30\", \"factor\": null, \"amount_cents\": 3000, \"running_cents\": 562573}, {\"step\": \"COVERAGE\", \"code\": \"WATER_BACK\", \"detail\": \"+ WATER_BACK $55\", \"factor\": null, \"amount_cents\": 5500, \"running_cents\": 568073}, {\"step\": \"FEES\", \"code\": \"policy_fee\", \"detail\": \"+ policy fee\", \"factor\": null, \"amount_cents\": 2500, \"running_cents\": 570573}, {\"step\": \"FEES\", \"code\": \"installment\", \"detail\": \"+ fractional-pay surcharge\", \"factor\": null, \"amount_cents\": 3600, \"running_cents\": 574173}, {\"step\": \"DISCOUNT\", \"code\": \"PAPERLESS\", \"detail\": \"\\u2212$25\", \"factor\": null, \"amount_cents\": -2500, \"running_cents\": 571673}, {\"step\": \"DISCOUNT\", \"code\": \"AUTOPAY\", \"detail\": \"\\u22123%\", \"factor\": 0.97, \"amount_cents\": null, \"running_cents\": 554523}, {\"step\": \"DISCOUNT\", \"code\": \"LOYALTY\", \"detail\": \"\\u22125%\", \"factor\": 0.95, \"amount_cents\": null, \"running_cents\": 526797}]",
      "rating_inputs": "{\"billing\": {\"plan\": \"INSTALLMENTS\", \"autopay\": true, \"paperless\": true}, \"incidents_5yr\": 0, \"smoker\": false, \"promo_code\": null}",
      "underlying_policy_id": null,
      "bundle_id": null,
      "rep_id": "REP-1007",
      "created_at": "2025-06-01"
    }
  ],
  "row_count": 1,
  "truncated": false
}

Got it. Your current roof age on file is 6 years. Since you just had a full roof replacement, what would you like the new roof age set to — 0 (brand new)?

29k in · 409 out · $0.01 · 6.8s
Customer

Yes, exactly — 0 years old. It's a complete tear-off and re-roof, finished last week. I have the contractor's certificate of completion if you need documentation.

Agent
update_insured_object(dwelling, DWL-fl-coastal-home-d1, {"roof_age":0})
{
  "object_type": "dwelling",
  "object_id": "DWL-fl-coastal-home-d1",
  "fields": {
    "roof_age": 0
  }
}
{
  "ok": true,
  "rows_affected": 1,
  "changeset": {
    "dwellings": {
      "changed": [
        {
          "pk": {
            "dwelling_id": "DWL-fl-coastal-home-d1"
          },
          "fields": {
            "roof_age": [
              6,
              0
            ]
          }
        }
      ]
    }
  },
  "note": "if these facts feed rating, the affected policy's premium is stale — reprice_policy"
}
reprice_policy(POL-fl-coastal-home-p_home)
{
  "policy_id": "POL-fl-coastal-home-p_home"
}
{
  "ok": true,
  "as_of": "2025-04-01",
  "base_premium_cents": 529408,
  "final_premium_cents": 485546,
  "breakdown": [
    {
      "step": "BASE",
      "code": "base",
      "detail": "$4.2/$1k × RC $520,000.0",
      "factor": null,
      "amount_cents": null,
      "running_cents": 218400
    },
    {
      "step": "BASE",
      "code": "tier:SEQUOIA",
      "detail": "tier factor ×1.55",
      "factor": 1.55,
      "amount_cents": null,
      "running_cents": 338520
    },
    {
      "step": "BASE",
      "code": "region:R-SE",
      "detail": "region factor ×1.45",
      "factor": 1.45,
      "amount_cents": null,
      "running_cents": 490854
    },
    {
      "step": "RISK",
      "code": "factor:roof_age",
      "detail": "roof_age=0 ×0.92",
      "factor": 0.92,
      "amount_cents": null,
      "running_cents": 451586
    },
    {
      "step": "RISK",
      "code": "factor:construction",
      "detail": "construction=MASONRY ×0.95",
      "factor": 0.95,
      "amount_cents": null,
      "running_cents": 429007
    },
    {
      "step": "RISK",
      "code": "factor:protection_class",
      "detail": "protection_class=5 ×1.0",
      "factor": 1,
      "amount_cents": null,
      "running_cents": 429007
    },
    {
      "step": "RISK",
      "code": "factor:dist_to_coast_mi",
      "detail": "dist_to_coast_mi=2 ×1.2",
      "factor": 1.2,
      "amount_cents": null,
      "running_cents": 514808
    },
    {
      "step": "RISK",
      "code": "factor:risk_score",
      "detail": "risk_score=715 ×1.0",
      "factor": 1,
      "amount_cents": null,
      "running_cents": 514808
    },
    {
      "step": "RISK",
      "code": "wind_hail_ded",
      "detail": "wind/hail ded 0.01 ×1.0",
      "factor": 1,
      "amount_cents": null,
      "running_cents": 514808
    },
    {
      "step": "COVERAGE",
      "code": "SERVICE_LN",
      "detail": "+ SERVICE_LN $30",
      "factor": null,
      "amount_cents": 3000,
      "running_cents": 517808
    },
    {
      "step": "COVERAGE",
      "code": "WATER_BACK",
      "detail": "+ WATER_BACK $55",
      "factor": null,
      "amount_cents": 5500,
      "running_cents": 523308
    },
    {
      "step": "FEES",
      "code": "policy_fee",
      "detail": "+ policy fee",
      "factor": null,
      "amount_cents": 2500,
      "running_cents": 525808
    },
    {
      "step": "FEES",
      "code": "installment",
      "detail": "+ fractional-pay surcharge",
      "factor": null,
      "amount_cents": 3600,
      "running_cents": 529408
    },
    {
      "step": "DISCOUNT",
      "code": "PAPERLESS",
      "detail": "−$25",
      "factor": null,
      "amount_cents": -2500,
      "running_cents": 526908
    },
    {
      "step": "DISCOUNT",
      "code": "AUTOPAY",
      "detail": "−3%",
      "factor": 0.97,
      "amount_cents": null,
      "running_cents": 511101
    },
    {
      "step": "DISCOUNT",
      "code": "LOYALTY",
      "detail": "−5%",
      "factor": 0.95,
      "amount_cents": null,
      "running_cents": 485546
    }
  ],
  "changeset": {
    "policies": {
      "changed": [
        {
          "pk": {
            "policy_id": "POL-fl-coastal-home-p_home"
          },
          "fields": {
            "base_premium_cents": [
              574173,
              529408
            ],
            "final_premium_cents": [
              526797,
              485546
            ],
            "premium_breakdown": [
              "[{\"step\": \"BASE\", \"code\": \"base\", \"detail\": \"$4.2/$1k \\u00d7 RC $520,000.0\", \"factor\": null, \"amount_cents\": null, \"running_cents\": 218400}, {\"step\": \"BASE\", \"code\": \"tier:SEQUOIA\", \"detail\": \"tier factor \\u00d71.55\", \"factor\": 1.55, \"amount_cents\": null, \"running_cents\": 338520}, {\"step\": \"BASE\", \"code\": \"region:R-SE\", \"detail\": \"region factor \\u00d71.45\", \"factor\": 1.45, \"amount_cents\": null, \"running_cents\": 490854}, {\"step\": \"RISK\", \"code\": \"factor:roof_age\", \"detail\": \"roof_age=6 \\u00d71.0\", \"factor\": 1.0, \"amount_cents\": null, \"running_cents\": 490854}, {\"step\": \"RISK\", \"code\": \"factor:construction\", \"detail\": \"construction=MASONRY \\u00d70.95\", \"factor\": 0.95, \"amount_cents\": null, \"running_cents\": 466311}, {\"step\": \"RISK\", \"code\": \"factor:protection_class\", \"detail\": \"protection_class=5 \\u00d71.0\", \"factor\": 1.0, \"amount_cents\": null, \"running_cents\": 466311}, {\"step\": \"RISK\", \"code\": \"factor:dist_to_coast_mi\", \"detail\": \"dist_to_coast_mi=2 \\u00d71.2\", \"factor\": 1.2, \"amount_cents\": null, \"running_cents\": 559573}, {\"step\": \"RISK\", \"code\": \"factor:risk_score\", \"detail\": \"risk_score=715 \\u00d71.0\", \"factor\": 1.0, \"amount_cents\": null, \"running_cents\": 559573}, {\"step\": \"RISK\", \"code\": \"wind_hail_ded\", \"detail\": \"wind/hail ded 0.01 \\u00d71.0\", \"factor\": 1.0, \"amount_cents\": null, \"running_cents\": 559573}, {\"step\": \"COVERAGE\", \"code\": \"SERVICE_LN\", \"detail\": \"+ SERVICE_LN $30\", \"factor\": null, \"amount_cents\": 3000, \"running_cents\": 562573}, {\"step\": \"COVERAGE\", \"code\": \"WATER_BACK\", \"detail\": \"+ WATER_BACK $55\", \"factor\": null, \"amount_cents\": 5500, \"running_cents\": 568073}, {\"step\": \"FEES\", \"code\": \"policy_fee\", \"detail\": \"+ policy fee\", \"factor\": null, \"amount_cents\": 2500, \"running_cents\": 570573}, {\"step\": \"FEES\", \"code\": \"installment\", \"detail\": \"+ fractional-pay surcharge\", \"factor\": null, \"amount_cents\": 3600, \"running_cents\": 574173}, {\"step\": \"DISCOUNT\", \"code\": \"PAPERLESS\", \"detail\": \"\\u2212$25\", \"factor\": null, \"amount_cents\": -2500, \"running_cents\": 571673}, {\"step\": \"DISCOUNT\", \"code\": \"AUTOPAY\", \"detail\": \"\\u22123%\", \"factor\": 0.97, \"amount_cents\": null, \"running_cents\": 554523}, {\"step\": \"DISCOUNT\", \"code\": \"LOYALTY\", \"detail\": \"\\u22125%\", \"factor\": 0.95, \"amount_cents\": null, \"running_cents\": 526797}]",
              "[{\"step\": \"BASE\", \"code\": \"base\", \"detail\": \"$4.2/$1k \\u00d7 RC $520,000.0\", \"factor\": null, \"amount_cents\": null, \"running_cents\": 218400}, {\"step\": \"BASE\", \"code\": \"tier:SEQUOIA\", \"detail\": \"tier factor \\u00d71.55\", \"factor\": 1.55, \"amount_cents\": null, \"running_cents\": 338520}, {\"step\": \"BASE\", \"code\": \"region:R-SE\", \"detail\": \"region factor \\u00d71.45\", \"factor\": 1.45, \"amount_cents\": null, \"running_cents\": 490854}, {\"step\": \"RISK\", \"code\": \"factor:roof_age\", \"detail\": \"roof_age=0 \\u00d70.92\", \"factor\": 0.92, \"amount_cents\": null, \"running_cents\": 451586}, {\"step\": \"RISK\", \"code\": \"factor:construction\", \"detail\": \"construction=MASONRY \\u00d70.95\", \"factor\": 0.95, \"amount_cents\": null, \"running_cents\": 429007}, {\"step\": \"RISK\", \"code\": \"factor:protection_class\", \"detail\": \"protection_class=5 \\u00d71.0\", \"factor\": 1.0, \"amount_cents\": null, \"running_cents\": 429007}, {\"step\": \"RISK\", \"code\": \"factor:dist_to_coast_mi\", \"detail\": \"dist_to_coast_mi=2 \\u00d71.2\", \"factor\": 1.2, \"amount_cents\": null, \"running_cents\": 514808}, {\"step\": \"RISK\", \"code\": \"factor:risk_score\", \"detail\": \"risk_score=715 \\u00d71.0\", \"factor\": 1.0, \"amount_cents\": null, \"running_cents\": 514808}, {\"step\": \"RISK\", \"code\": \"wind_hail_ded\", \"detail\": \"wind/hail ded 0.01 \\u00d71.0\", \"factor\": 1.0, \"amount_cents\": null, \"running_cents\": 514808}, {\"step\": \"COVERAGE\", \"code\": \"SERVICE_LN\", \"detail\": \"+ SERVICE_LN $30\", \"factor\": null, \"amount_cents\": 3000, \"running_cents\": 517808}, {\"step\": \"COVERAGE\", \"code\": \"WATER_BACK\", \"detail\": \"+ WATER_BACK $55\", \"factor\": null, \"amount_cents\": 5500, \"running_cents\": 523308}, {\"step\": \"FEES\", \"code\": \"policy_fee\", \"detail\": \"+ policy fee\", \"factor\": null, \"amount_cents\": 2500, \"running_cents\": 525808}, {\"step\": \"FEES\", \"code\": \"installment\", \"detail\": \"+ fractional-pay surcharge\", \"factor\": null, \"amount_cents\": 3600, \"running_cents\": 529408}, {\"step\": \"DISCOUNT\", \"code\": \"PAPERLESS\", \"detail\": \"\\u2212$25\", \"factor\": null, \"amount_cents\": -2500, \"running_cents\": 526908}, {\"step\": \"DISCOUNT\", \"code\": \"AUTOPAY\", \"detail\": \"\\u22123%\", \"factor\": 0.97, \"amount_cents\": null, \"running_cents\": 511101}, {\"step\": \"DISCOUNT\", \"code\": \"LOYALTY\", \"detail\": \"\\u22125%\", \"factor\": 0.95, \"amount_cents\": null, \"running_cents\": 485546}]"
            ]
          }
        }
      ]
    }
  }
}

All done! I've updated your roof age to 0 years and repriced the policy. Here's the summary:

  • Roof age: 6 → 0 years
  • New roof-age risk factor: 0.92 (down from 1.0) — a nice discount for the new roof
  • New annual premium: $4,855.46 (final, after fees/discounts), down from $5,267.97
  • That's a savings of about $412.51/year

Everything else on the policy (tier, coverages, discounts) stayed the same. Please keep that contractor's certificate of completion on hand — while I don't need to upload it, PEICO may request it later for underwriting audit or claims purposes.

Is there anything else I can help you with?

39k in · 443 out · $0.02 · 8.4s
Customer

That's fantastic — thank you so much! I really appreciate you getting that updated and giving me the new number right away. This is exactly what I needed.

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

Take care!

32k in · 79 out · $0.0079 · 3.0s