Enterprise Intelligence Through Data & AI

01AI-Powered Technical Assistant

Challenge

Enterprise support teams overwhelmed by complex technical queries across thousands of product documents, with slow resolution times and inconsistent answers.

Solution

Built a hybrid RAG + GraphRAG architecture combining vector similarity search with knowledge graph traversal. Multimodal AI processes text, diagrams, and code snippets simultaneously.

Key Results

60% faster ticket resolution, 85% accuracy on first response, reduced escalation rate by 40%. Handles 500+ queries/day across 12,000+ technical documents.

02DocuTest

Challenge

Documentation drifting out of sync with code changes, causing developer confusion and onboarding delays. Manual review couldn't keep up with rapid release cycles.

Solution

Gemini LLM analyzes code ASTs and cross-references documentation. Integrated into GitHub CI/CD pipeline with SonarQube quality gates. Auto-flags stale docs on every PR.

Key Results

Eliminated 95% of doc-code drift. Reduced onboarding time by 30%. Runs automatically on every commit with zero developer overhead.

03RAG Chatbot

Challenge

Generic LLM chatbots hallucinating answers about company-specific policies and procedures. Employees couldn't trust AI responses without manual verification.

Solution

RAG pipeline with Azure Cognitive Search indexes internal knowledge base. Every response includes source citations. Confidence scoring filters low-quality answers before delivery.

Key Results

Hallucination rate dropped from 23% to under 3%. Source attribution on 100% of responses. 4x increase in employee trust and adoption of AI assistant.

04Data Engineering & AI Analytics

Challenge

Data siloed across 15+ systems with no unified view. Manual reporting took weeks, decisions were based on stale data, and no data governance framework existed.

Solution

Informatica ETL pipelines on AWS feeding a Snowflake data warehouse. PowerBI and Domo dashboards for real-time analytics. Alation for data catalog and governance.

Key Results

Unified 15+ data sources into single analytics platform. Reporting time reduced from weeks to minutes. Full data lineage and governance compliance achieved.

05AI Security Assessment

Challenge

Manual security assessments taking weeks per evaluation, inconsistent scoring across analysts, and no continuous monitoring capability for evolving threat landscapes.

Solution

NLP processes security questionnaires and compliance documents. ML models score risk posture automatically. Langchain powers conversational interface for security teams to query findings.

Key Results

Assessment time reduced from 3 weeks to 2 days. Consistent scoring across all evaluations. Real-time threat dashboard with conversational querying for security teams.

06AI Profile Generation

Challenge

Manually writing professional profiles for 80+ consultants, each requiring hours of drafting and editing. Inconsistent tone and branding across the team.

Solution

LLM with carefully engineered prompts and few-shot examples from approved profiles. Generates on-brand, accurate professional summaries from structured input data.

Key Results

80% reduction in writing time per profile. Consistent brand voice across all profiles. From 3 hours per profile to under 30 minutes including review.

07AI Licitation Matching

Challenge

Thousands of procurement opportunities published daily across multiple platforms. Manual review missed relevant bids and couldn't scale with business growth.

Solution

RAG-based semantic matching against company capability profiles. Zero-shot classification categorizes opportunities by domain. NLTK extracts key requirements and deadlines automatically.

Key Results

Processes 2,000+ opportunities daily with 92% relevance accuracy. Bid response time reduced by 65%. Discovered 3x more qualified opportunities than manual review.

08AI Interactive Voice Response

Challenge

Traditional IVR with rigid menu trees causing 40% call abandonment. Customers frustrated by "press 1 for..." navigation that couldn't understand natural requests.

Solution

Azure Bot Framework with Speech Services for natural language IVR. LLM understands caller intent in free speech. Conversation analytics track satisfaction and optimize routing.

Key Results

Call abandonment dropped from 40% to 12%. Average handle time reduced by 35%. Customer satisfaction scores increased 28% after deployment.

09AI Admin Assist for NetOps

Challenge

Network administrators spending hours diagnosing issues by manually searching runbooks and documentation. Knowledge siloed in individual team members' heads.

Solution

Generative AI assistant with RAG over network runbooks and incident history. Adaptive learning improves from every resolved ticket. Secure CI/CD pipeline with Snyk vulnerability scanning.

Key Results

Mean time to diagnose reduced by 55%. Knowledge retention no longer dependent on individual admins. Secure deployment pipeline with zero critical vulnerabilities.