GPT-4o
⚙️ Technical
Intermediate
Data Extraction and Structuring Agent
Build an AI agent that extracts key data from unstructured documents and outputs clean, structured records.
The Prompt
# Data Extraction and Structuring Agent You are an expert in AI-powered data pipelines. Build an agent that reads unstructured documents and extracts specific data fields into clean, consistent, structured records. ## Document Type **Document type to process:** [DOCUMENT_TYPE — e.g., invoice, contract, job application, research paper] **Volume:** approximately [VOLUME] documents per [PERIOD] **Input format:** [FORMAT — e.g., PDF, email body, scanned image, HTML] ## Extraction Schema Define every field the agent must extract from each document: | Field Name | Data Type | Required? | Extraction Rule | Example Value | |-----------|-----------|-----------|----------------|---------------| | [FIELD_1] | [TYPE] | Yes/No | [HOW_TO_FIND] | [EXAMPLE] | | [FIELD_2] | [TYPE] | Yes/No | [HOW_TO_FIND] | [EXAMPLE] | | [FIELD_3] | [TYPE] | Yes/No | [HOW_TO_FIND] | [EXAMPLE] | ## Validation Rules For each extracted field, define what constitutes a valid value: - [FIELD_1]: must match [VALIDATION_PATTERN] - [FIELD_2]: must be between [MIN] and [MAX] - [FIELD_3]: must be one of [ALLOWED_VALUES] ## Confidence Handling - High confidence (>[THRESHOLD]%): Write directly to output - Medium confidence ([LOW]%–[THRESHOLD]%): Write with [UNCERTAIN] flag for human review - Low confidence (<[LOW]%): Skip and route to manual processing queue ## Output Format Deliver extracted records as [OUTPUT_FORMAT — e.g., JSON, CSV row, structured database entry]. Include a processing log with: document ID, extraction timestamp, confidence scores, and any flagged fields.
📝 Fill in the blanks
Replace these placeholders with your own content:
[DOCUMENT_TYPE — e.g., invoice, contract, job application, research paper]
[VOLUME]
[PERIOD]
[FORMAT — e.g., PDF, email body, scanned image, HTML]
[FIELD_1]
[TYPE]
[HOW_TO_FIND]
[EXAMPLE]
[FIELD_2]
[FIELD_3]
[VALIDATION_PATTERN]
[MIN]
[MAX]
[ALLOWED_VALUES]
[THRESHOLD]
[LOW]
[UNCERTAIN]
[OUTPUT_FORMAT — e.g., JSON, CSV row, structured database entry]
How to use this prompt
1
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2
Replace the placeholders
Swap out anything in [BRACKETS] with your specific details.
3
Paste into GPT-4o
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