Prompts
Strict Schema Field Extraction
Strict Schema Field Extraction
Prompt playbooks for extracting typed fields from unstructured text into predictable JSON schemas. Useful for integration engineers and data pipeline builders because production ingestion breaks when fields are missing, mistyped, or hallucinated.
Invoice Field Extraction Prompt Template
For accounts payable engineers extracting invoice header, line-item, and total fields into a strict JSON schema. Produces typed output with null handling for missing fields, confidence flags for ambiguous amounts, and validation checks for arithmetic consistency.
Receipt Data Extraction Prompt for Accounting
For expense management teams extracting merchant, date, amount, tax, and category fields from receipt text. Includes normalization rules for currency and date formats, plus eval checks for total vs. line-item sum reconciliation.
Bank Statement Transaction Extraction Prompt
For fintech integration engineers extracting transaction records with date, description, amount, running balance, and transaction type. Handles multi-line descriptions, sign conventions, and null fields when balance columns are absent.
Resume Contact Field Extraction Prompt Template
For recruiting pipeline builders extracting name, email, phone, location, and LinkedIn fields from resume text into a flat record. Includes confidence scoring for ambiguous name parsing and validation against common format patterns.
Contract Party Extraction Prompt Template
For legal operations teams extracting counterparty names, effective dates, governing law, and signatory entities from contract text. Produces typed fields with source span citations and flags for missing or ambiguous party references.
Contract Payment Terms Extraction Prompt
For finance and legal engineers extracting payment amounts, due dates, late fee structures, and currency fields from agreement text. Includes normalization of relative date expressions and confidence notes on inferred vs. explicit terms.
Support Ticket Structured Field Extraction Prompt
For support operations teams extracting product, version, severity, environment, and reproduction steps from unstructured ticket descriptions. Produces a typed record with null fields for missing metadata and routing tags for triage systems.
Bug Report Field Extraction Prompt Template
For QA and engineering teams extracting version, stack trace, reproduction steps, expected vs. actual behavior, and environment fields from bug reports. Includes validation that required fields are present and stack traces are parseable.
Incident Report Structured Extraction Prompt
For SRE and security teams extracting incident type, severity, timeline events, affected systems, and resolution steps from narrative reports. Produces a structured record with temporal ordering and null handling for incomplete timelines.
Lab Report Numeric Result Extraction Prompt
For clinical data engineers extracting test names, numeric results, units, reference ranges, and abnormal flags from lab reports. Includes unit normalization, precision handling, and confidence flags for ambiguous or borderline values.
Prescription Field Extraction Prompt Template
For pharmacy and EHR integration teams extracting drug name, dosage, frequency, route, quantity, and refill fields from prescription text. Handles sig code expansion, strength normalization, and null fields for optional prescribing instructions.
SEC Filing Financial Figure Extraction Prompt
For financial analysts extracting revenue, EPS, operating income, and segment figures from SEC filing text into typed numeric fields. Includes period anchoring, unit normalization, and confidence flags for derived vs. explicitly stated figures.
Identity Document Extraction Prompt Template
For identity verification engineers extracting name, document number, date of birth, expiration, and nationality fields from passport or driver's license text. Includes format validation, checksum hints, and null handling for optional fields like middle name.
Academic Transcript Extraction Prompt
For education technology teams extracting course names, grades, credits, GPA, and institution fields from transcript text. Handles grade scale normalization, term mapping, and null fields for incomplete or in-progress records.
Product Spec Sheet Extraction Prompt Template
For e-commerce and catalog engineers extracting SKU, dimensions, weight, material, color, and technical attributes from product spec text. Includes unit normalization, enum mapping for variant fields, and confidence flags for inferred attributes.
Bill of Materials Extraction Prompt
For manufacturing engineers extracting part numbers, descriptions, quantities, unit of measure, and revision fields from BOM text. Handles hierarchical parent-child relationships, phantom assemblies, and null fields for optional reference designators.
E-commerce Product Attribute Extraction Prompt
For marketplace integration teams extracting title, brand, category, price, availability, and variant attributes from product listing text. Includes enum mapping for taxonomy fields, currency normalization, and null handling for out-of-stock signals.
Meeting Minutes Action Item Extraction Prompt
For productivity tool builders extracting action items with owner, deadline, status, and context from meeting notes. Produces typed records with confidence flags for inferred owners and normalization of relative date expressions.
Expense Report Line-Item Extraction Prompt
For expense management engineers extracting date, merchant, amount, category, and payment method from expense line-item text. Includes currency normalization, category enum mapping, and validation for receipt-matching fields.
Log Entry Structured Extraction Prompt
For observability engineers extracting timestamp, level, service, trace ID, message, and error fields from log line text. Handles multi-line stack traces, format variants, and null fields for optional structured logging metadata.
Database Schema Extraction from DDL Prompt
For data platform engineers extracting table names, column definitions, data types, constraints, and indexes from DDL statements. Produces structured schema records with null handling for implicit defaults and confidence flags for dialect-specific syntax.
User Story Acceptance Criteria Extraction Prompt
For agile tooling teams extracting story title, role, action, benefit, and acceptance criteria list from user story text. Handles multiple formats, implicit criteria inference with confidence flags, and null fields for missing story components.
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