Policy data extraction

Step 01

Define and Align

Upload sample data, define your output schema, and provide feedback on the hardest cases.

Output schema

Coverage limitNumber · optional: Stated coverage limit, separate from the deductible.
DeductibleNumber · optional: Stated deductible; not provided when absent.
Effective dateDate · optional: Start of the policy coverage period. Use YYYY-MM-DD; not provided if unknown.
Expiration dateDate · optional: End of the policy coverage period. Use YYYY-MM-DD; not provided if unknown.
Property limit changedYes / No: Whether an endorsement explicitly changes the property limit.
true
false

app.sutro.sh/functions/policy-data-extraction

Collecting feedback · 1/3

Extract stated coverage dates, limits, and deductibles from synthetic policies.

Example 1 of 3

Deductible versus limit

Model input

Document excerpt

Policy schedule

Synthetic schedule: coverage limit $1m; deductible $10,000.

Model output

Coverage limit

Deductible

Effective date

Expiration date

Property limit changed

Why? Optional guidance

Step 02

Model Sweep

Compare quality and cost on your examples, then choose a model or use Sutro’s default.

Compare models on expert agreement and cost. The interactive chart uses illustrative measurements.

Illustrative sweep · select Value or Best to use that model in your function.

Step 03

Deployment

Call Sutro Functions like any other software. Swap the model as soon as something more performant is released.

Selected modelWaiting for sweep results.

Real-time

import sutro as so

input_data = {
    "text": "Synthetic schedule: coverage limit $1m; deductible $10,000."
}

result = so.run_function(
    "policy-data-extraction",
    input_data,
)

curl --fail-with-body -X POST "${SUTRO_API_URL%/}/v1/functions/policy-data-extraction/run" \
  -H "Authorization: Key $SUTRO_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
  "input": {
    "text": "Synthetic schedule: coverage limit $1m; deductible $10,000."
  }
}'

Batch

import sutro as so

job_id = so.batch_run_function(
    name="policy-data-extraction",
    data="policy_data_extraction.csv",
)
results = so.await_job_completion(job_id)

curl --fail-with-body -X POST "${SUTRO_API_URL%/}/v1/batch-inference" \
  -H "Authorization: Key $SUTRO_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
  "model": "policy-data-extraction",
  "inputs": [
    {
      "text": "Synthetic schedule: coverage limit $1m; deductible $10,000."
    }
  ]
}'