Osman Janjua
Building production ML pipelines, fine-tuning domain-specific LLMs, and architecting multi-cloud infrastructure across AWS and Azure. Deep learning field extraction, computer vision inventory systems, 55-service orchestration, and end-to-end automation — from PyTorch model training to containerized deployment.
Capture
We sit with domain experts — founders, architects, CFOs, controllers — and extract the decision patterns they can't articulate. Structured interviews. Live observation. Decision journaling.
Train
Fine-tune foundation models on captured instinct data. QLoRA, RLHF, domain-specific tokenization. We don't train on generic web data — we train on the decisions that built companies.
Deploy
Production deployment on cloud infrastructure. Real-time decision support integrated into your existing workflows. A decision engine with the instinct of your best people.
Deep Dive: The Full Pipeline
Click any stage to see the technical breakdown, why it matters, and how the pieces connect.
Experience
AI Solution Architect & Consulting Lead
- — Architect AI solutions for Fortune 500 clients across energy, healthcare, real estate, and restaurant sectors — 21 production services deployed across 4 cloud platforms
- — Pioneer instinct-training methodology — capturing decision patterns from founders, systems architects, and financial leaders into production AI models that scale institutional knowledge
- — Built ERP-integrated document intelligence pipeline processing invoices across 14,000 vendor accounts with multi-currency GL routing, SAP F3041 template generation, and 5-tier approval workflow
- — Engineered computer vision inventory system with PyTorch — reducing manual errors 40% with real-time alerts across 11 messaging channels
- — Fine-tuned domain-specific LLMs (8 AI models integrated, 5,600+ over 10 years of ML training examples) achieving 31% eval loss improvement across healthcare and insurance verticals
Principal, Strategic Acquisitions & Asset Management
- — Lead strategic acquisitions across foreclosure, probate, and distressed asset portfolios with automated CMA and structured deal flow
- — Built AI-driven offering memorandum automation — generating institutional-quality OMs from property data, comps, and financials in minutes instead of weeks
- — Develop capital raising strategies including investor relations, fund structuring, LP/GP reporting, and automated fund administration workflows
- — Engineered DST and 1031 exchange document stack automation — compliance-ready packages with QI coordination, identification notices, and closing docs generated programmatically
- — Manage arbitration processes and dispute resolution in complex multi-party transactions involving liens, title defects, and contested ownership
Director, Strategic Solutions
- — Led initiatives supporting $200M+ in annual billing — pricing structure, commodity analysis, and operational decision support
- — Drove smart contract deployment and process modernization across commercial infrastructure
- — Supported power plant acquisitions and aligned financial structure with operational execution
Strategy / Operations Transformation Leader
- — Supported expansion to top-billing practice in Maryland through technology-first operational redesign
- — Redesigned patient throughput, billing workflows, and reporting — driving multi-year sustained growth
- — Applied analytics-driven scaling across scheduling, staffing, and financial performance
Technical & Leadership
AI & Engineering
Strategy & Leadership
Featured Work
Production systems, real results
Document Intelligence Pipeline
End-to-end invoice processing with deep learning field extraction, SAP ERP integration, multi-currency GL routing, and 5-tier approval workflow.
Franchise Inventory System
PyTorch barcode scanning, OCR product detection, SKU tracking, and automated alerts across 11 messaging channels.
AI Lead Generation Platform
20,000+ towns mapped for SEO and ad campaigns, voice agent qualification, CRM pipeline automation.
Energy Command Center
GIS-powered lead scoring across commercial properties with automated outreach and building electrification strategy.
Instinct Model Training
Domain-specific LLMs trained on founder and operator decision patterns. 8 AI models integrated across 6 industries.
Multi-Channel Intelligence
AI agents deployed across 11 messaging channels — WhatsApp, Telegram, Slack, Discord, Teams, and more.