Missing condition
Model input
Image + text
Policy: used items must state their condition in writing. Listing: “Used mirrorless camera. $180. Ships in 2 days.” No written condition details are supplied.
Listing review
Review product listings for information quality, consistent claims, and marketplace policy compliance.
Choose an example
Review listings against explicit information-quality requirements.
Step 01
Define and Align
Choose an example, review the proposed output, and annotate the fields that need to change. Your guidance defines the learned rules.
Output schema
- PublishYes / No
Whether the listing meets every required information-quality check.
- true
- false
- IssuesChoose any
Quality issues found; empty when all checks pass.
- missing_condition
- conflicting_condition
- missing_price
- missing_shipping
- Missing fieldsList of values
Required listing details that still need to be supplied.
Collecting feedback · 1/3
Review listings against explicit information-quality requirements.
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": "Policy: used items must state their condition in writing. Listing: “Used mirrorless camera. $180. Ships in 2 days.” No written condition details are supplied.",
"image": so.Image.from_url("https://sutro.sh/assets/function-examples/used-camera.png")
}
result = so.run_function(
"listing-quality-review",
input_data,
)curl --fail-with-body -X POST "${SUTRO_API_URL%/}/v1/functions/listing-quality-review/run" \
-H "Authorization: Key $SUTRO_API_KEY" \
-H "Content-Type: application/json" \
-d '{
"input": {
"text": "Policy: used items must state their condition in writing. Listing: “Used mirrorless camera. $180. Ships in 2 days.” No written condition details are supplied.",
"image": {
"type": "image",
"url": "https://sutro.sh/assets/function-examples/used-camera.png"
}
}
}'Batch
import sutro as so
job_id = so.batch_run_function(
name="listing-quality-review",
data="listing_quality_review.csv",
)
results = so.await_job_completion(job_id)curl --fail-with-body -X POST "${SUTRO_API_URL%/}/v1/batch-inference" \
-H "Authorization: Key $SUTRO_API_KEY" \
-H "Content-Type: application/json" \
-d '{
"model": "listing-quality-review",
"inputs": [
{
"text": "Policy: used items must state their condition in writing. Listing: “Used mirrorless camera. $180. Ships in 2 days.” No written condition details are supplied.",
"image": {
"type": "image",
"url": "https://sutro.sh/assets/function-examples/used-camera.png"
}
}
]
}'