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Qualitative Insights Extraction Engine: Turns Unstructured Data into a Searchable Knowledge Base
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Qualitative Insights Extraction Engine: Turns Unstructured Data into a Searchable Knowledge Base
The Challenge
Business users were spending hours manually searching through lengthy, unstructured documents to find critical qualitative insights. Key information was locked inside PDFs and Word files, scattered across teams, and lacked a centralized, structured repository. This created multiple bottlenecks: Unstructured data complexity made systematic querying impossible Lack of centralization prevented cross-document analysis and enterprise-wide visibility Accessibility barriers meant domain experts and non-technical users relied on manual compilation or technical teams, slowing decision-making and creating data silos As a result, organizations faced delayed insights, inconsistent data extraction, and missed strategic opportunities.
ProcDNA's Solution
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Qualitative Insights Extraction Engine

ProcDNA developed a scalable, GenAI-powered solution that converts unstructured documents into a structured, queryable knowledge base, enabling business users to access insights via natural language.

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Automated Document Ingestion

Ingests raw PDF and DOCX files and applies a strict JSON schema to guide LLM-based extraction of domain-specific attributes.

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LLM-Powered Extraction Engine

Acts as a domain-specific NLP agent to extract key entities with enforced formatting and high schema compliance.

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Data Flattening & Deduplication

Transforms complex hierarchical outputs into flat, analysis-ready datasets and consolidates them into a centralized Single Source of Truth.

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Configurable Team Chatbots

Enables tailored chatbots for functions such as Medical Affairs and Market Access.

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Context-Based Text-to-SQL

Automatically converts business questions into executable SQL queries for self-serve analytics.

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Dual-View Insights Delivery

Provides both interactive data tables and natural language summaries for faster decision-making.

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Smart Intent Recognition

Differentiates conversational and analytical queries to optimize performance and response accuracy.

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Multi-Session Context & Memory

Supports concurrent users and conversational history for seamless follow-up queries.

Impact
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Accelerated Time-to-Insight

Reduced insight discovery from days of manual review to near real-time automated extraction.

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100% Schema Compliance

Ensured standardized, error-free structured outputs across documents, creating a trusted data foundation.

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Instant Query Resolution

Cut turnaround time for complex business queries from days (via IT tickets) to seconds through self-serve natural language queries.

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Scalable Data Readiness

Proven capability to ingest, flatten, and deduplicate high volumes of diverse file formats, enabling enterprise-scale deployment.

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