AI-Powered Digitization of Complex Historical Ledgers

(Client: SBL Knowledge Systems)

Key Challenges

Intricate Handwritten Script:
Deciphering and structuring data from thousands of unique historical ledgers. These documents featured dense, flowing traditional script with significant character variations, ligatures, and closely spaced lines, demanding highly specialized OCR capabilities

High Volume & Accuracy:
Processing over 13,000 such images to produce more than a million structured data rows, while ensuring an accuracy rate exceeding 90%

Advanced AI-Powered Interpretation

Utilized cutting-edge Optical Character Recognition (OCR) technology, specifically adapted to handle the complexities of the dense, traditional handwritten script. Sophisticated Large Language Models (LLMs) were then employed for intelligent interpretation of OCR output, structuring the data, and even generating scripts for data cleansing and final Excel formatting according to precise client specifications

Innovative Workflow Automation

Developed and meticulously refined sophisticated prompts to guide the AI language models. This enabled accurate data extraction and transformation directly into client-specified Excel layouts and allowed for the creation of an entire workflow, including easy-to-follow GUIs, using advanced AI without direct manual coding

βœ… 13,000+ Complex Documents Digitized: Successfully processed a vast archive of intricate historical ledgers

πŸ“Š 1 Million+ Structured Data Rows: Generated an extensive, accurate dataset in Excel, ready for client analysis and use

Avencer spearheaded a groundbreaking project to convert a large volume of complex, handwritten historical ledgers into accurately structured digital data. Our innovative approach, centered on advanced OCR capable of processing intricate traditional scripts and expert AI prompt engineering, delivered a high-fidelity, scalable solution, demonstrating our capability to tackle unique and challenging data digitization tasks with cutting-edge AI

Our Approach

πŸš€ >90% Accuracy Achieved: Maintained high precision in data extraction despite the inherent complexities of the handwritten script and inherent OCR limitations

πŸ”’ Rapid & Efficient Implementation: Demonstrated quick turnaround from pilot to full-scale delivery, showcasing efficient project management and AI deployment

Impressive Results

Agile Pilot & Scalable Rollout:
Validated the solution with a 100-image pilot completed within an impressive 7-10 days, proving feasibility and accuracy with the challenging script, before seamlessly scaling the validated workflow to process the full dataset

Client-Centric Delivery & Adaptation:
Ensured the solution meticulously met all client requirements for data structure and output format. Maintained high levels of client satisfaction through timely communication, meeting all deadlines, and adapting to template changes effectively

Dynamic Requirements:
Successfully adapting to 2-3 significant template variations introduced mid-project, requiring agile adjustments to the data extraction workflow