Enterprise & Operations•
Digital Transformation•
AI & Document Intelligence
AI-Powered Process & Document Intelligence System
Architected an AI-powered process & document intelligence system for Maple Record, automating operational document understanding, intelligent data extraction, pattern-based workflow recommendations, and human-in-the-loop validation checkpoints.
Executive Summary
Goal
Automate complex operational document reviews and eliminate knowledge dependency on senior experts through an AI-powered document intelligence system.
Solution
Built AI-based document classification, intelligent key-data extraction, pattern-driven workflow recommendations, and human-in-the-loop validation checkpoints.
Outcome
Reduced manual document review effort by 70%, standardized decision accuracy across teams, and eliminated operational bottlenecks.
Strategic Value
Decoupled enterprise productivity from key-person dependencies, turning tribal document knowledge into an automated AI decision asset.
Business Challenge
High manual effort and slow turnaround times when reviewing complex operational documents.
Severe knowledge dependency on a few highly experienced individuals for critical decision-making.
Risk of inconsistency and human error across document processing decisions.
Project Objectives
Active Industry
Understanding
StackDot Approach
Document Classification Setup
Trained computer vision & OCR models to classify complex operational forms and unstructured contracts.
Intelligent Data Extraction Engine
Built LLM-driven entity extraction services to pull key data points with field-level confidence scores.
Human-in-the-Loop Workflows
Configured human override interfaces for low-confidence fields, capturing reviewer feedback for continuous model tuning.
Validation Checkpoints & Rollout
Executed gradual rollout across business units with automated validation checkpoints.
Solution Highlights
High manual effort in reviewing documents → Standardized document intelligence workflows.
Knowledge dependency on few experienced individuals → AI-assisted suggestions with human-in-the-loop.
Risk of inconsistency in decisions → Gradual rollout with validation checkpoints.
Architecture & Tech
Document Processing AI
Python • LayoutLM • Tesseract / AWS Textract • OpenAI GPT-4o Entity Extractor
Workflow Engine
Node.js Process Orchestrator • Kafka Event Streaming • Rule Validation Engine
Storage & Vectors
PostgreSQL • Pinecone Document Embeddings • S3 Vault
Review UI & Integration
React.js Human-in-the-Loop Admin UI • REST/GraphQL Gateway • ERP Adapters
Impact & Results
Before
After
Manual Review Effort
Before100% Manual Reading
After70% Automated Extraction
100% Manual Reading
70% Automated Extraction
Key-Person Dependency
BeforeSenior Expert Bottleneck
AfterAI-Assisted Human-in-the-Loop
Senior Expert Bottleneck
AI-Assisted Human-in-the-Loop
Decision Consistency
BeforeVariable Across Reps
AfterStandardized via Validation Rules
Variable Across Reps
Standardized via Validation Rules
Processing Velocity
BeforeDays
After< 30 Seconds per Document
Days
< 30 Seconds per Document
Client Testimonial
“StackDot's AI document intelligence system eliminated our biggest operational bottleneck. By combining AI extraction with human-in-the-loop validation, we cut manual review times by 70% while keeping decision quality 100% consistent.”
— Maple Record Operations Director,Head of Process Automation at Maple Record Intelligence
Deploy autonomous AI document audit agents for compliance reporting.
Roll out multi-language document processing for international operations.
Integrate predictive workflow routing based on document urgency.
Keep Reading
Consumer & Family Tech
AI-Featured Family Event & Calendar Management Platform
Architected an AI-powered family event management platform that reduces household mental load by using multimodal AI to extract text, dates, and details from event flyers and images, automatically scheduling calendars and booking tickets.
- Multimodal AI
- Vision LLM
- Calendar Automation
- React Native
- Booking Agent
Ready to Turn Vision into Product?
Let's co-create the next success story together. From concept to launch, we're your end-to-end product partner.