Portfolio
This page is supporting proof, not the first commercial conversation. Start with the decision problem, then use these case studies and builds to verify that the operating and technical depth is real. Forecasting, pricing, margin, CRM, governance, and decision systems come before tool choice.
Public-safe summaries of forecasting, pricing, margin, CRM, governance, and workflow problems repaired in live operating environments.
Forecasting & CRM Governance
Public-safe engagement summary: forecasts were overstated or inconsistent because CRM behavior, stage discipline, and accountability varied across markets.
KPI & Reporting Governance
Public-safe engagement summary from a broader foundation-fix brief: Sales, Finance, and leadership lacked one trusted view across revenue, margin, pricing, and opportunity data.
Commercial Leadership
A new market required a functioning commercial engine under severe operating constraints.
Pricing & Margin Logic
Pricing, FX, cost, rebate, and incentive logic distorted how leadership interpreted commercial performance.
Workflow Enablement & Governance
Leaders wanted faster analysis and workflow leverage, but teams lacked shared language, governance, and practical use cases tied to real commercial decisions.
Built to answer a hard operational question: how do you run research-heavy model development without letting fragile models leak into live execution? This trading estate separates experimentation from production execution, enforces promotion gates through shared contracts, and keeps live operations observable in real time. Underneath, the platform spans three interconnected repositories (tf_1, Trading-Win, Trading-WSL). The ML engine trains four model categories: hourly macro-regime classifiers (5-class directional labels STRONG_SELL→STRONG_BUY), high-frequency seconds-bar models with 30-minute lookback windows, multi-task L2 order book models predicting direction + bid-ask spread transitions + market impact regression, and a pre-market gap-opener ranker scoring probability of intraday moves from float, short ratio, relative volume, and news sentiment. Models are gated through a JSON-Logic promotion pipeline enforced via a shared ml-contracts schema repository (git submodule). The execution layer manages headless IBKR Gateway sessions (paper + live), appends market data to Parquet manifests, and consumes only models tagged production.alias. A shared FastAPI notification microservice (TelegramNotifications) delivers real-time alerts across the estate.
Production systems that demonstrate the technical depth behind the commercial work.
Document Intelligence
2025–PresentDocument-intelligence workflow proving retrieval quality, editorial control, and auditability in long-form decision content.
Business relevance: Document intelligence, retrieval quality, editorial control, and audit-friendly workflow design.
Workflow Automation
2025–PresentWorkflow orchestration framework proving process control, QA scoring, productivity measurement, and cost observability across autonomous agents.
Business relevance: Agent orchestration, process control, QA scoring, productivity measurement, and cost observability.
Platform Delivery
2025–PresentCompliance-first multilingual travel authorization SaaS proving regulated workflow design, policy monitoring, and full-stack delivery across payments, auth, and compliance.
Business relevance: Compliance workflows, policy monitoring, full-stack delivery, payments, authentication, accessibility, and production testing discipline.
Need Similar Decision Quality?
If forecasting, pricing, margin, CRM, dashboard sprawl, or workflow prioritization are slowing the business down, the first step is to diagnose the decision system properly.