AI Assistance

Suggest Extraction Strategy

Determine the optimal extraction strategy for a tag based on its name and description.

Returns either ‘LLM’ (AI-based extraction) or ‘REGEX’ (pattern-based extraction).

When to use each strategy

REGEX - Use when:

Values have consistent, predictable formatting (dates, IDs, phone numbers, emails)
Known exact patterns that repeat predictably
Structured data with fixed delimiters or formats

LLM - Use when:

Semantic understanding is required
Values depend on interpreting content, not matching formats
Classifications, categorizations, sentiment, summaries

Request Body

Field	Type	Description
`tag_name`	`str`	The name of the tag
`tag_description`	`str`	Description of what the tag captures
`available_values`	`List[str]`	Optional. Example values to help determine strategy

Response

200: Strategy recommendation returned successfully
- Returns: { "strategy": "LLM" } or { "strategy": "REGEX" }
500: Internal Server Error

POST

suggest_strategy

Python

# pip install deasy-sdk
import os
from deasy import DeasyClient

client = DeasyClient(
    base_url=os.environ["UNSTRUCTURED_CLIENT_BASE_URL"],
    username=os.environ["UNSTRUCTURED_USERNAME"],
    password=os.environ["UNSTRUCTURED_PASSWORD"],
    auth_method="basic",
)

response = client.tags.suggest_strategy(
    tag_description="example_tag_description",
    tag_name="example_tag_name",
)
print(response.strategy)

{
  "strategy": "<string>"
}

{
  "detail": "<string>"
}

{
  "detail": "<string>"
}

{
  "detail": [
    {
      "loc": [
        "<string>"
      ],
      "msg": "<string>",
      "type": "<string>",
      "input": "<unknown>",
      "ctx": {}
    }
  ]
}

{
  "detail": "<string>"
}

{
  "detail": "<string>"
}

Authorizations

Authorization

string

header

required

Basic authentication header of the form Basic <encoded-value>, where <encoded-value> is the base64-encoded string username:password.

Body

application/json

Request model for suggesting the optimal extraction strategy for a tag.

tag_name

string

required

tag_description

string

required

available_values

string[] | null

Response

Successful Response

Response model for tag extraction strategy recommendation.

strategy

string

required

⌘I

Python

# pip install deasy-sdk
import os
from deasy import DeasyClient

client = DeasyClient(
    base_url=os.environ["UNSTRUCTURED_CLIENT_BASE_URL"],
    username=os.environ["UNSTRUCTURED_USERNAME"],
    password=os.environ["UNSTRUCTURED_PASSWORD"],
    auth_method="basic",
)

response = client.tags.suggest_strategy(
    tag_description="example_tag_description",
    tag_name="example_tag_name",
)
print(response.strategy)

{
  "strategy": "<string>"
}

{
  "detail": "<string>"
}

{
  "detail": "<string>"
}

{
  "detail": [
    {
      "loc": [
        "<string>"
      ],
      "msg": "<string>",
      "type": "<string>",
      "input": "<unknown>",
      "ctx": {}
    }
  ]
}

{
  "detail": "<string>"
}

{
  "detail": "<string>"
}

Overview

Data Connectors

Tags

Taxonomies

Metadata

Data Slices

Deduplication

Destinations

Projects

Workflows

Versioning

Task Tracking

Suggest Extraction Strategy

When to use each strategy

Request Body

Response

Authorizations

Body

Response