Family versus variant
Model input
Image + text
Supplier: cotton T-shirt family available in red and blue. Selected SKU SH-B is blue, size M. Use the selected product photo and supplier details.
Product catalog enrichment
Extract product attributes and normalize catalog records from supplier text and images.
Choose an example
Normalize product catalog attributes from supplier evidence.
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
- ColorText · optional
Color of the selected SKU, rather than all colors in the product family.
- SizeText · optional
Size of the selected SKU, such as M or EU 42.
- Length mNumber · optional
Stated product length normalized to meters; not provided when absent.
- BrandText · optional
Explicit brand name, excluding descriptive marketing terms. Not provided when absent from the source.
Collecting feedback · 1/3
Normalize product catalog attributes from supplier evidence.
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": "Supplier: cotton T-shirt family available in red and blue. Selected SKU SH-B is blue, size M. Use the selected product photo and supplier details.",
"image": so.Image.from_url("https://sutro.sh/assets/function-examples/blue-shirt.png")
}
result = so.run_function(
"product-catalog-enrichment",
input_data,
)curl --fail-with-body -X POST "${SUTRO_API_URL%/}/v1/functions/product-catalog-enrichment/run" \
-H "Authorization: Key $SUTRO_API_KEY" \
-H "Content-Type: application/json" \
-d '{
"input": {
"text": "Supplier: cotton T-shirt family available in red and blue. Selected SKU SH-B is blue, size M. Use the selected product photo and supplier details.",
"image": {
"type": "image",
"url": "https://sutro.sh/assets/function-examples/blue-shirt.png"
}
}
}'Batch
import sutro as so
job_id = so.batch_run_function(
name="product-catalog-enrichment",
data="product_catalog_enrichment.csv",
)
results = so.await_job_completion(job_id)curl --fail-with-body -X POST "${SUTRO_API_URL%/}/v1/batch-inference" \
-H "Authorization: Key $SUTRO_API_KEY" \
-H "Content-Type: application/json" \
-d '{
"model": "product-catalog-enrichment",
"inputs": [
{
"text": "Supplier: cotton T-shirt family available in red and blue. Selected SKU SH-B is blue, size M. Use the selected product photo and supplier details.",
"image": {
"type": "image",
"url": "https://sutro.sh/assets/function-examples/blue-shirt.png"
}
}
]
}'