ai_entity_intake

AI Entity Intake turns unstructured text into structured Drupal entities
via a reviewer-in-the-loop workflow. Paste raw content (meeting notes, a
catalog spec, an email), let the AI module's configured provider draft
candidate nodes / terms / media / paragraphs / products / group
relationships, then approve, reject, or edit each suggestion before
anything is saved.

Features

• Reviewer-in-the-loop: nothing is published
  automatically. Every entity lands as a draft and waits for explicit
  approval.
• Per-integration submodules: ai_entity_intake_taxonomy,
  ai_entity_intake_media, ai_entity_intake_profile, ai_entity_intake_group,
  ai_entity_intake_commerce, ai_entity_intake_paragraphs. Install only
  what you need.
• Compound entities: the LLM can suggest a product
  with its variations, or a landing page with nested paragraphs, in one
  pass. The recursive children pipeline materializes and wires them up
  generically.
• Fuzzy duplicate detection: exact, Levenshtein, and
  token-set matching strategies (extensible via a plugin type).
• Per-profile policy: bundle a set of definitions
  behind a per-profile permission; override the provider/model and the
  confidence floor per scope.
• Async extraction: opt in per profile to queue
  long-running LLM calls instead of blocking the request.
• Bulk approve / reject / confidence-gated approve:
  one-click controls for big intakes.
• Group-aware: auto-attach approved entities to the
  current group context when used with drupal/group.

Post-Installation

1. Install the AI module and configure a provider (OpenAI, Anthropic,
   or any provider exposing the ChatStructuredResponse capability).
2. Visit Configuration → AI → Entity Intake → Definitions and
   create an AI Entity Definition per target bundle (e.g. Article
   intake targeting node:article).
3. Visit Configuration → AI → Entity Intake → Profiles and
   bundle definitions into a profile. Grant the auto-generated
   use ai intake profile [id] permission to relevant roles.
4. Reviewers visit Content → AI Intakes → Add intake, pick a
   profile, paste source text, and review the AI's suggestions.

Additional Requirements

• Drupal 10.5+ or 11.2+
• AI module
  (configured with at least one provider exposing structured-output
  chat)
• JSON Field
• Key

Recommended modules

• Content
  Moderation (core) — controls the draft state of created entities
• Any per-integration submodule you need: paragraphs, group,
  commerce, profile, media, taxonomy

Similar projects

• AI Agents — fully autonomous; AI Entity Intake is
  explicitly reviewer-in-the-loop. Use AI Agents when you trust the
  model to act; use AI Entity Intake when you need a human to approve
  every created entity.
• AI Content Suggestions — operates on existing
  entities; AI Entity Intake creates new ones from raw text.