Resolve data ingest conflicts

Classify and route inbound data for processing

Automatically sorting mixed-format inbound data into typed flows so downstream processors only see valid, correctly categorized items

• · Raw inbound data batch
• · Classification rules

• · Classified items with routing decision
• · Dead-letter queue for unparseable items
• · Metrics (acceptance rate, errors)

• · Rule engine or LLM classifier
• · Message queue
• · Error handling

Classification rules defined; routing targets exist; error destination configured

• · Ambiguous classification (assigned to multiple categories)
• · Unparseable data format
• · Routing target down

• · Routes all items (no silent drops)
• · Flags ambiguous classifications
• · Metrics per route