Enterprise AI Solutions

AI/ML Case Studies

Transforming business operations through intelligent automation, natural language processing, and advanced machine learning solutions.

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AI Solutions

100%

Automation Rate

80%

Time Reduction

24/7

Availability

Voice AI

AI Voice Agent for Appointment Booking

Intelligent calling system that automates appointment scheduling with natural conversation flow

Technology Stack & Implementation

Voice Recognition

Advanced speech-to-text processing

NLP Engine

Natural language understanding

n8n Automation

Workflow orchestration

Google Sheets API

Real-time data storage

Conversation Example

AI Agent:

"Hello! I'd like to help you schedule an appointment. May I have your first name?"

Customer:

"Hi, it's John"

AI Agent:

"Great John! And your last name please?"

Natural language conversation processing

Automated data collection (name, phone, email)

Real-time Google Sheets integration

Instant email confirmations

Process Flow

Voice Call Initiated

AI agent starts conversation

Data Collection

Gathers user information naturally

Automated Processing

Updates systems via n8n workflow

Confirmation Sent

Email confirmation delivered

Performance Metrics

Call Success Rate:95%

Average Call Duration:3.5 min

Data Accuracy:98%

Natural Language Processing

AISQL - Natural Language to SQL Engine

Bridge the gap between business users and SQL databases with plain English queries

Technology Stack

OpenAI GPT

Natural language processing

FAISS Vector DB

Semantic search engine

DDL Protection

Security safeguards

Real-time Query

Live database results

Example Query Transformation

Natural Language Input:

"Show me all customers who made purchases over $1000 last month"

Generated SQL:

SELECT * FROM customers WHERE purchase_amount > 1000 AND purchase_date >= DATE_SUB(NOW(), INTERVAL 1 MONTH)

Security Features

DDL Blocking

Prevents DROP, DELETE, ALTER operations

Query Validation

AI-powered safety checks

Access Control

Role-based permissions

Process Automation

AI Agent - Cost & Compliance Automation

Intelligent modular system for automating project operations and compliance management

Architecture & Implementation

AI Validation Engine

Gemini/Groq powered analysis

ERP Integration

SAP & QuickBooks connectivity

Streamlit Dashboard

Interactive user interfaces

Smart Matching

AI-powered data correlation

Validation Process Example

Invoice Input:

Vendor ABC - $15,000 for Q4 Development Services

AI Analysis Result:

✓ Contract match found, amount within limits, timesheet verified

Invoice Validation

AI-powered invoice processing and validation against contracts with 99.2% accuracy

Timesheet Verification

Automated timesheet checks and discrepancy detection with real-time alerts

Vendor Compliance

Real-time compliance monitoring and automated reporting

User Dashboards

Customer Portal

• Data validation dashboard
• Compliance review interface
• Real-time status monitoring
• Exception reporting

Vendor Portal

• Work data submission
• Correction interface
• Compliance status tracking
• Performance metrics

Admin Console

• Rule configuration
• User management
• Audit report generation
• System oversight

Performance Metrics

Processing Speed:85% faster

Error Reduction:92%

Compliance Rate:99.8%

Automation & Compliance

Email-to-Form Automation with SBOM Tracking

Automated data extraction from emails with comprehensive software bill of materials tracking

Technical Implementation

NLP Processing

Advanced text extraction

Browser Automation

Selenium/Playwright integration

CycloneDX SBOM

Dependency tracking

Python Ecosystem

Complete automation stack

Email Processing Example

Email Content:

"Customer: John Smith, Email: john@company.com, Product: Enterprise License, Quantity: 50, Budget: $25,000"

Extracted Data:

{ "name": "John Smith", "email": "john@company.com", "product": "Enterprise License", "quantity": 50, "budget": 25000 }

Email Processing

NLP extracts structured data from incoming emails with 96% accuracy

Data Validation

AI validates and formats extracted information using predefined schemas

Form Automation

Browser automation fills web forms automatically with error handling

SBOM Generation

CycloneDX tracks all software dependencies automatically

SBOM Compliance Features

Dependency Tracking

Complete visibility into all Python dependencies and versions used

License Compliance

Automated license compatibility checking and compliance reporting

Security Scanning

Vulnerability detection in dependencies with automated alerts

Audit Trail

Complete audit trail for regulatory compliance and security reviews

CycloneDX SBOM Output

{ "bomFormat": "CycloneDX", "specVersion": "1.4", "components": [ { "type": "library", "name": "requests", "version": "2.28.1", "licenses": ["Apache-2.0"] } ] }

Performance Metrics

Processing Speed:90% faster

Accuracy Rate:96%

Error Reduction:88%

Conversational AI

Capability Assessment Assistant

Gen-AI chatbot for streamlined supplier capability evaluation in manufacturing

Implementation Architecture

Langchain Framework

AI application orchestration

FAISS Vector Store

Semantic capability search

Groq Inference

High-speed LLM processing

Streamlit Interface

Interactive chat interface

Conversation Example

User Query:

"Which suppliers can provide injection molding with ISO 9001 certification for automotive parts?"

AI Response:

"Found 3 suppliers matching your criteria: Supplier A (ISO 9001, TS 16949, 50-500 ton capacity), Supplier B (ISO 9001, IATF 16949, 100-800 ton capacity), Supplier C (ISO 9001, AS9100, 25-300 ton capacity). Would you like detailed capability comparisons?"

Supplier Evaluation

Compare multiple suppliers across various capability dimensions with structured data analysis

Strategic Sourcing

Enhanced decision-making efficiency supports strategic sourcing initiatives

Capability Mapping

Organized capability options grouped under defined areas for comprehensive assessment

Quick Access

Instant access to structured and comparable data for faster decision-making

Capability Categories

Manufacturing

• Injection Molding
• CNC Machining
• Assembly
• Stamping

Certifications

• ISO 9001
• IATF 16949
• AS9100
• ISO 14001

Capacity

• Production Volume
• Lead Times
• Equipment Size
• Material Types

Technology Stack

Python

Core development language

LLM Integration

Large language model processing

Langchain

AI application framework

Groq API

High-performance inference

Streamlit

Interactive web interface

FAISS Vector DB

Efficient similarity search

Deployment Benefits

• Secure local server deployment
• Internal stakeholder access only
• No external data exposure
• Custom domain expertise
• Manufacturing-specific knowledge

Performance Metrics

Query Response Time:<2 seconds

Accuracy Rate:94%

Time Savings:75%

Ready to Transform Your Business Operations?

These AI solutions are streamlining business workflows, increasing accuracy, and enabling faster decision-making—while ensuring compliance and traceability at every step.

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