Start batch enrichment
start_batch_enrichmentStart billed asynchronous enrichment of an entity list against exactly one of schema_id or target_schema. Returns job_id and total. No fixed entity-count cap; live prompt quotas and credits can stop remaining work. Each entity follows the enrichment/fusion pipeline; every model must succeed for its automatic fusion and database admission. A confident classification mismatch skips that entity without enrichment, never pauses the batch. Poll get_job_status, then list_records(job_id=...). Attachments apply to every entity. Unlike enrich_entity, this tool exposes neither database_sync=false nor web-search activation. Input contracts, partial results and recovery: enricher://docs/batch-enrichment.
Input Schema
| Name | Required | Description | Default |
|---|---|---|---|
| models | No | Model composite keys (call list_models to discover them). Optional: omit (or pass ['auto']) to let the server pick the org's default model — pinned per-task default if set, else the best blended benchmark score. | |
| entities | Yes | Entities to enrich (each a free-form dict naming the entity — the schema's identifying fields ideally, but any field names work). | |
| strategy | No | auto (default) | single_pass | expert_domains | multi_expertise | auto |
| languages | No | ISO 639-1 codes; defaults to ['en']. | |
| schema_id | No | UUID of a saved schema. Mutually exclusive with target_schema. | |
| target_schema | No | Inline schema document in the supported Entity Enricher dialect. Prefer schema_id to link records. See enricher://docs/schema-reference. | |
| attachment_ids | No | Attachment UUIDs applied as source material to every entity. | |
| arbitration_model | No | Optional LLM for auto-fusion conflict resolution (None = rule-based). | |
| classification_model | No | Optional classifier key. Confident mismatches skip that entity; softer verdicts become prompt context. Batch classification never pauses. |
Output Schema
| Name | Required | Description | Default |
|---|---|---|---|
No arguments | |||