Broker submission classification

Step 01

Define and Align

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

Output schema

LineChoose one: Coverage requested in the submission, not background attachments.
cyber
general_liability
property
commercial_auto
needs_review
Submission typeChoose one: Whether a new quote or renewal is requested.
new_business
renewal
unspecified
Missing informationList of values: Information needed to classify or route the submission.

app.sutro.sh/functions/broker-submission-classification

Collecting feedback · 1/3

Classify synthetic insurance submissions by the requested coverage.

Example 1 of 3

Attachment versus request

Model input

Email requests cyber coverage and attaches last year’s property schedule as background.

Model output

Line

Submission type

Missing informationMultiple values

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": "Email requests cyber coverage and attaches last year’s property schedule as background."
}

result = so.run_function(
    "broker-submission-classification",
    input_data,
)

curl --fail-with-body -X POST "${SUTRO_API_URL%/}/v1/functions/broker-submission-classification/run" \
  -H "Authorization: Key $SUTRO_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
  "input": {
    "text": "Email requests cyber coverage and attaches last year’s property schedule as background."
  }
}'

Batch

import sutro as so

job_id = so.batch_run_function(
    name="broker-submission-classification",
    data="broker_submission_classification.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": "broker-submission-classification",
  "inputs": [
    {
      "text": "Email requests cyber coverage and attaches last year’s property schedule as background."
    }
  ]
}'