Entity Enricher × Ambacti

Bring Entity Enricher into
the flow of work.

A little less busywork with Entity Enricher.

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Enrichment4 capabilities
  • Enrich a single entity

    Enrich a single entity — pick a schema and Entity Enricher uses your organization's best model and strategy automatically

  • Enrich a single entity advanced

    Enrich a single entity with full control: models, fusion, strategy, classification, structured output

  • Batch enrich entities

    Enrich all input entities in a single batch — pick a schema and Entity Enricher uses your organization's best model and strategy automatically

  • Batch enrich entities advanced

    Enrich all input entities in a single batch with full control: models, fusion, strategy, classification, structured output

Schema4 capabilities
  • List all saved schemas
  • Get schema details

    Get a schema with its full content and search keys

  • Generate a sample entity

    Generate 1..N realistic sample JSON objects of one entity type — the entry point of the schema-authoring loop

  • Generate a schema from samples

    Generate and auto-save a JSON schema from the input items — every item is one sample of the same entity type (multi-sample: union of fields, nullable where missing, real observed examples)

Record3 capabilities
  • List enrichment records

    List enrichment records with optional filters

  • Get an enrichment record

    Retrieve an enrichment record by ID

  • Sync records to database

    Send a stored (or transformed) enrichment output to its schema's database sync — re-validated against the published contract, then the admission gate

Attachment2 capabilities
  • Add an attachment

    Upload a file to use as source material in an enrichment

  • Delete an attachment

    Remove an attachment from the server by ID

Fusion1 capabilities
  • Merge enrichment results

    Merge multiple enrichment results with optional LLM arbitration

Database Sync3 capabilities
  • List database syncs

    List the database syncs of a schema

  • Fetch database deltas

    Fetch the next window of database deltas (SQL + JSON), optionally leasing them

  • Acknowledge database deltas

    Acknowledge applied deltas up to an ID (releases the lease; may purge per sync options)

Configuration1 capabilities
  • Get enrichment options

    Get available models, languages, and strategies

Frequently asked
questions.

What could an Ambacti integration do with Entity Enricher?

The documented operations include Enrichment: Enrich a single entity; Enrichment: Enrich a single entity advanced; Enrichment: Batch enrich entities; Enrichment: Batch enrich entities advanced.

Could I keep a workflow read-only?

For a read-only workflow, limit account permissions to reading data and exclude actions that create, update, or delete records.

Will every action run automatically?

Choose which steps could run on their own and which should pause for review. Changes should follow the permissions and approval rules you set.

Do I need to review actions in Entity Enricher?

Decide which work could run on its own and which steps need your review.