Real projects, real outcomes. 16 deployments across healthcare, education, marketing, and media operations.
Predictive Analytics: Antibiotic Resistance in ICUs
Traditional antibiotic resistance detection takes 24+ hours — dangerous for sepsis patients. Faster molecular tests are cost-prohibitive.
ML framework using MIMIC-III database with Extreme Gradient Boosting achieving 84.53% accuracy on a minimal set of demographic and lab data, providing rapid, cost-effective clinical decision support.
Python
Scikit-learn
TensorFlow
RAPIDS
SMOTE
Conversational AI for Real-Time Infection Control
Hospital infection data was siloed in complex databases. Clinicians couldn't access real-time trends without submitting manual requests to data analysts.
Secure conversational interface translating natural language into SQL queries over de-identified patient data — doctors ask questions via text and receive instant, data-backed answers on infection trends and resistance profiles.
LLM
SQL
Python
Infection Control Monitoring Dashboard
A plastic surgery clinic relied on paper forms for infection tracking — transcription errors and lag in identifying outbreaks.
Digitized pipeline with smart Google Forms and Power BI real-time dashboards. Reduced data entry time and enabled quick detection of infection trends via Root Cause Analysis.
Google Forms
Power BI
Azure
Executive Function Bot
Managing task sequencing and prioritization is a significant barrier for individuals with ADHD. Standard productivity apps often create more friction.
Self-hosted conversational "digital co-pilot" using n8n + Docker + Telegram that reads/writes to an Obsidian vault via SSH. Prompts the next logical step and auto-logs completed activities.
n8n
Telegram API
SSH
Obsidian
Docker
AI Content Generation for Medical Education
A learning platform faced bottlenecks — producing tests, scripts, and flashcards was a manual, weeks-long process for Subject Matter Experts.
End-to-end GenAI pipeline ingesting unstructured PDFs/textbooks and programmatically generating lesson scripts, quizzes, and flashcards. Reduced production time from weeks to days.
OpenAI API
Python
Behavioral Segmentation for Student Performance
An online education provider treated all students the same, lacking insight into why some passed and others failed.
360-degree student analytics engine using PCA to segment students into behavioral archetypes. Transformed behavioral data into KPIs to set activity targets — increased engagement and average mock exam scores.
Python
Pandas
Scikit-learn
PostgreSQL
Metabase
AI CV Reviewer
A career coach's business model was unscalable — each manual CV review took 60 minutes.
Custom AI bot trained on the coach's methodology and brand voice. Analyzes resumes against a rules engine and inserts specific comments directly into documents. Reduced review time from 60 minutes to under 5 minutes.
OpenAI API
n8n
WhatsApp Student Advisor Chatbot
Admissions teams were overwhelmed by unqualified leads asking basic questions, slowing response times for high-potential students.
Intelligent WhatsApp chatbot for 24/7 lead qualification — answers FAQs and qualifies leads by intent/timeline before handing off to human advisors. Reduced unqualified inquiries reaching staff.
WhatsApp Business API
n8n
ActiveCampaign
Automated Curriculum Gap Analysis
A client needed to update a course against a new bibliography spanning 12,000 pages. Manual cross-referencing by SMEs was cost- and time-prohibitive.
Semantic comparison engine: split the bibliography into text nodes, cross-referenced against existing lesson transcripts via LLM, and generated a gap report. Replaced hundreds of hours of manual reading — update cycle reduced from months to days.
LLM
Python
Text Segmentation
Law Firm Profitability & Margin Analysis
The firm managed numerous retainer contracts but lacked visibility into the actual cost of delivery. Many clients were silently operating at negative margin.
Power BI profitability dashboard unifying timesheets and contract data. Calculated effective hourly rates per client and exposed loss-making contracts, empowering partners to renegotiate or offboard negative-margin clients.
Power BI
SQL
n8n
Enterprise Data Warehouse & BI Suite
Critical business data scattered across seven silos — CRM, marketing, education (3 LMS platforms), and finance. No single view of the business.
Centralized data warehouse as the Single Source of Truth. ETL pipelines unifying ActiveCampaign, Kommo, Elementor, Meta Pixel, 3 LMS providers, and 2 financial systems. Self-hosted Metabase with dashboards covering OKRs, finance, marketing attribution, student performance, and sales productivity.
PostgreSQL
Metabase
n8n (ETL)
ActiveCampaign API
Kommo API
LMS APIs
Event-Based Ad Retargeting
A D2C brand wasted budget on generic ads, relying on basic "Page View" pixel tracking.
Granular GTM strategy tracking custom events: ViewCategory, AddToCart, InitiateCheckout. Enabled dynamic product retargeting and exclusion audiences. Drastically improved media efficiency and ROAS.
Google Tag Manager
Meta Pixel
Conversational BI: "Lawyer-to-Database" Interface
Senior partners needed instant answers about leads, case status, and acquisition costs — but data was locked in BigQuery, accessible only via SQL.
Natural Language Query interface: LLM-driven agent with read-only BigQuery access translates non-technical questions into SQL. Includes a self-correction loop for syntax validation. Democratized data access for non-technical stakeholders.
BigQuery
LangChain
LLM
SQL
Python
RAG Knowledge Engine (Book-to-Social Pipeline)
Marketing teams struggled to repurpose books and white papers into daily social content. Nuance was lost and manual repurposing was too slow.
RAG pipeline ingesting PDFs/books into a vector store. Retrieves relevant context to generate high-fidelity content angles. Human-in-the-loop governance via Airtable checkpoints — 100% brand safety through enforced approval steps.
n8n
RAG
Airtable
LLMs
VEO3
Heygen
Headless CMS & Multi-Channel Distribution
Publishing across 5 platforms required separate logins and manual formatting — version control errors and copy-paste fatigue.
Airtable transformed into a Headless CMS with automated HTML injection for newsletters and Medium. State Machine logic triggers simultaneous API-based publishing across WordPress, Medium, X, LinkedIn, and Facebook. Eliminated formatting errors.
Airtable
WordPress API
Twitter API
Meta API
YouTube API
n8n
SOP Framework & Adoption Strategy
The marketing team was hesitant to adopt AI tools due to fear of complexity and loss of control.
Comprehensive SOPs with technical documentation and video guides (Guidde). Workflows designed to mimic existing behaviors for quick learning curves. Achieved full team adoption within weeks of deployment.
Guidde
Process Engineering