Quote versus invoice
Model input
Document excerpt
Incoming document
Document says QUOTATION, valid for 30 days, and contains estimated prices; no payment due.
Document intake & extraction
Identify incoming document types, flag incomplete submissions, and extract invoice and purchase-order fields.
Choose an example
Identify incoming document types and route incomplete submissions for review.
Step 01
Define and Align
Upload sample data, define your output schema, and provide feedback on the hardest cases.
Output schema
- TypeChoose one
Document type supported by its contents.
- invoice
- quote
- credit_note
- purchase_order
- needs_review
- ReadabilityChoose one
Whether the source is legible enough to classify.
- readable
- partially_readable
- unreadable
- Review requiredYes / No
Whether missing or unreadable information prevents reliable intake.
- true
- false
Collecting feedback · 1/3
Identify incoming document types and route incomplete submissions for review.
Validation accuracy
—
Example 1 of 3
3 annotations saved
Sutro can now generalize the rules based on your feedback.
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": "Document says QUOTATION, valid for 30 days, and contains estimated prices; no payment due."
}
result = so.run_function(
"document-classification-intake",
input_data,
)curl --fail-with-body -X POST "${SUTRO_API_URL%/}/v1/functions/document-classification-intake/run" \
-H "Authorization: Key $SUTRO_API_KEY" \
-H "Content-Type: application/json" \
-d '{
"input": {
"text": "Document says QUOTATION, valid for 30 days, and contains estimated prices; no payment due."
}
}'Batch
import sutro as so
job_id = so.batch_run_function(
name="document-classification-intake",
data="document_classification_intake.csv",
)
results = so.await_job_completion(job_id)curl --fail-with-body -X POST "${SUTRO_API_URL%/}/v1/batch-inference" \
-H "Authorization: Key $SUTRO_API_KEY" \
-H "Content-Type: application/json" \
-d '{
"model": "document-classification-intake",
"inputs": [
{
"text": "Document says QUOTATION, valid for 30 days, and contains estimated prices; no payment due."
}
]
}'