Similar name
Model input
- Record a
- Acme Labs · tax ID 111
- Record b
- Acme Labs · tax ID 222
Entity matching & reconciliation
Resolve identities, normalize names, and reconcile conflicting records using source evidence.
Choose an example
Match business records using stable identifiers and reconcile differences.
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
- MatchYes / No / Unknown
Whether stable identifiers establish a shared identity.
- true
- false
- null
- Match basisChoose one
The evidence that determines the match decision.
- tax_id
- record_id
- insufficient_evidence
- conflicting_ids
- Conflicting fieldsList of values
Fields that disagree and may require reconciliation.
Collecting feedback · 1/3
Match business records using stable identifiers and reconcile differences.
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 = {
"record_a": "Acme Labs · tax ID 111",
"record_b": "Acme Labs · tax ID 222"
}
result = so.run_function(
"record-matching-reconciliation",
input_data,
)curl --fail-with-body -X POST "${SUTRO_API_URL%/}/v1/functions/record-matching-reconciliation/run" \
-H "Authorization: Key $SUTRO_API_KEY" \
-H "Content-Type: application/json" \
-d '{
"input": {
"record_a": "Acme Labs · tax ID 111",
"record_b": "Acme Labs · tax ID 222"
}
}'Batch
import sutro as so
job_id = so.batch_run_function(
name="record-matching-reconciliation",
data="record_matching_reconciliation.csv",
)
results = so.await_job_completion(job_id)curl --fail-with-body -X POST "${SUTRO_API_URL%/}/v1/batch-inference" \
-H "Authorization: Key $SUTRO_API_KEY" \
-H "Content-Type: application/json" \
-d '{
"model": "record-matching-reconciliation",
"inputs": [
{
"record_a": "Acme Labs · tax ID 111",
"record_b": "Acme Labs · tax ID 222"
}
]
}'