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Examples

Insurance claim intake

Read each claim, compute how late it was filed with exact date arithmetic, check coverage against the policy, and route it. Claims that aren't clear-cut go to an adjuster with the reason attached.

from simoai import Client, Task, Choice, Extract, Fill, Noul, days_between

c = Client()

POLICY = """Home policy HP-2207. Covers water damage from burst pipes and storm damage.
Excludes flood from rising water and gradual leaks. Claims must be filed within 30 days of the incident."""

intake = Task(
    questions={
        "policy_no": Extract("the policy number", max_tokens=12),
        "incident":  Extract("the date of the incident, exactly as written", max_tokens=12),
        "filed":     Extract("the date the claim was filed, exactly as written", max_tokens=12),
        "amount":    Fill("the amount claimed, in dollars", kind="number"),
        "covered":   Noul("The loss is covered by the policy"),
        "late":      Noul("The claim was filed more than 30 days after the incident"),
        "route":     Choice("Where does this claim go?", {
            "deny":       "not covered, or filed too late",
            "adjuster":   "covered but large or complex",
            "fast_track": "covered, small and clear",
        }),
    },
    derive={"days": days_between("incident", "filed", "days from the incident to the claim")},
    act_at=0.9,
    read_at=0.8,
    check=lambda v: ["fast-track over $5,000"] if v["route"] == "fast_track" and (v["amount"] or 0) > 5000 else [],
)

claim = """Policy HP-2207. On September 2, 2026 a pipe under the kitchen sink burst and flooded the floor.
Repair quote attached: $3,180. Submitted October 1, 2026."""

res = intake.run(c, {"policy": POLICY, "claim": claim})

if res.ok:
    print("route:", res["route"], "| days:", res["days"])      # route: fast_track | days: 29
else:
    print("to an adjuster:", res.review)

Why it works

  • Reads first, then decisions. A task with both reads and decisions turns on two_pass by itself.
  • The model reads; the arithmetic is exact. days_between computes 29 days from the two dates read, and the late decision sees "days: 29" instead of counting on its own.
  • Your rules stay in code. The $5,000 fast-track cap is a check, not a sentence the model might weigh differently.
  • Every hand-off has a reason. res.review lists which decision or read fell short, so the adjuster starts from the right place.