nwhite-ai-operations-intent-classifier / sample_predictions.json
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{
"description": "Functional smoke examples, not a benchmark",
"examples": [
{
"text": "Design a controlled sequence that assigns a new support request, records each hand-off and pauses for a supervisor before any consequential change.",
"expected_intent": "workflow_automation",
"predicted_intent": "workflow_automation",
"matches_expected": true,
"top_probabilities": [
{
"intent": "workflow_automation",
"probability": 0.25173970286178327
},
{
"intent": "analytics",
"probability": 0.14608161352719087
},
{
"intent": "document_processing",
"probability": 0.1172506057834092
}
]
},
{
"text": "Extract the reference, date and category from a batch of synthetic forms, preserve page citations and queue uncertain fields for review.",
"expected_intent": "document_processing",
"predicted_intent": "document_processing",
"matches_expected": true,
"top_probabilities": [
{
"intent": "document_processing",
"probability": 0.26252662031364493
},
{
"intent": "analytics",
"probability": 0.11820465287105189
},
{
"intent": "knowledge_retrieval",
"probability": 0.11471476985565923
}
]
},
{
"text": "Analyse the demonstration queue by service type and ageing band, showing median turnaround, missing values and reproducible aggregates.",
"expected_intent": "analytics",
"predicted_intent": "analytics",
"matches_expected": true,
"top_probabilities": [
{
"intent": "analytics",
"probability": 0.3112028647640029
},
{
"intent": "reporting",
"probability": 0.11827456054337938
},
{
"intent": "workflow_automation",
"probability": 0.113612834506195
}
]
},
{
"text": "Find the approved guidance for an internal procedure, cite the exact section and say clearly when the knowledge base does not contain an answer.",
"expected_intent": "knowledge_retrieval",
"predicted_intent": "knowledge_retrieval",
"matches_expected": true,
"top_probabilities": [
{
"intent": "knowledge_retrieval",
"probability": 0.3725641890421974
},
{
"intent": "exception_handling",
"probability": 0.11718831857416644
},
{
"intent": "human_escalation",
"probability": 0.10669078884517795
}
]
},
{
"text": "Quarantine the affected record when validation fails, preserve the evidence, alert its owner and define safe retry conditions without stopping other work.",
"expected_intent": "exception_handling",
"predicted_intent": "exception_handling",
"matches_expected": true,
"top_probabilities": [
{
"intent": "exception_handling",
"probability": 0.39957975522975697
},
{
"intent": "workflow_automation",
"probability": 0.14827720513606246
},
{
"intent": "document_processing",
"probability": 0.08959612528781084
}
]
},
{
"text": "Prepare a privacy-minimised review pack and route the uncertain high-impact request to a named manager for an explicit recorded decision.",
"expected_intent": "human_escalation",
"predicted_intent": "human_escalation",
"matches_expected": true,
"top_probabilities": [
{
"intent": "human_escalation",
"probability": 0.17873971468427835
},
{
"intent": "workflow_automation",
"probability": 0.1528334966928371
},
{
"intent": "analytics",
"probability": 0.13204253575995994
}
]
},
{
"text": "Synchronise approved synthetic records between two sandbox systems with schema validation, idempotency keys, bounded retries and reconciliation totals.",
"expected_intent": "api_integration",
"predicted_intent": "api_integration",
"matches_expected": true,
"top_probabilities": [
{
"intent": "api_integration",
"probability": 0.524774023979317
},
{
"intent": "analytics",
"probability": 0.07249582870387707
},
{
"intent": "knowledge_retrieval",
"probability": 0.07125293418771814
}
]
},
{
"text": "Generate a monthly operational summary with reporting period, volumes, overdue work, definitions, source coverage and data-quality caveats.",
"expected_intent": "reporting",
"predicted_intent": "reporting",
"matches_expected": true,
"top_probabilities": [
{
"intent": "reporting",
"probability": 0.4905433258815887
},
{
"intent": "analytics",
"probability": 0.09335855933097363
},
{
"intent": "exception_handling",
"probability": 0.0820343071940959
}
]
}
]
}