Pinnacle Consulting
11/2024 - 01/2026
AI Engineer • Contractor
- Owned the end-to-end pipeline that pulls key numbers out of financial documents and verifies them automatically using Azure + SAP tooling.
- Built the AI pipeline that uses OpenAI models to interpret statements/reports and turn messy document text into structured, usable outputs.
- Implemented semantic search + RAG over SAP HANA so the system can cross-check facts across documents instead of relying on a single source.
- Developed a prompt framework (few-shot + templated system messages) to keep extraction consistent across different document layouts and edge cases.
- Shipped an embedding + cosine-similarity validation flow for entity matching/cross-doc resolution, tuned around a 95%+ accuracy threshold.
AzureSAPOpenAIRAGEmbeddingsSAP HANAGenerative AI
Publicus • Toronto, ON, Canada
07/2024 - 11/2024
AI Engineer • Contractor
- Built a GenAI assistant that helps people navigate government services (housing, childcare, healthcare, elderly care) by translating complex questions into clear next steps.
- Worked on query expansion to improve retrieval quality — using LLMs + NLP techniques to rewrite/expand user intent and increase relevant matches.
- Integrated LangChain pipelines for routing, expansion, and retrieval so the system can handle real-world inputs (short, vague, or messy) without falling apart.
- Implemented vector search with Qdrant/Weaviate/Chroma to keep retrieval fast and scalable as the knowledge base grows.
- Evaluated the system with metrics and experiments, then iterated based on evidence (not vibes) to steadily improve accuracy and usefulness.
- Partnered closely with the team on roadmap decisions, bringing data-backed recommendations and shipping-focused trade-offs.
LLMsLangChainQdrantWeaviateChromaNLP
Teleperformance (Extended Workforce Of Google) • Toronto, ON, Canada
01/2023 - 10/2023
Account Manager - Google Paid Search • Full-time
- Managed a portfolio of 30 e-commerce and agency clients, balancing performance goals, stakeholder expectations, and long-term retention.
- Improved ROAS (up to 300% for key accounts) by digging into performance data, tightening campaign structure, and pushing the right Google Ads & Google Local Service Ads levers.
- Kept a 75% retention rate by being the “technical + business” partner — fast issue resolution, clear communication, and recommendations clients could actually act on.
- Ran demos and performance readouts with decision-makers, and fed insights back into product direction as the voice of the customer.
Google AdsAnalyticsClient ManagementGrowth
Plan Group • Toronto, ON, Canada
03/2019 - 11/2021
Project Coordinator • Full-time
- Coordinated delivery across multiple active projects at once (often ~7), keeping teams aligned and clients in the loop.
- Planned timelines, tracked resources/budgets, and unblocked day-to-day execution so projects moved from kickoff to completion smoothly.
- Maintained tight documentation and status reporting to reduce surprises and make decisions easier for stakeholders.
- Worked cross-functionally (including marketing) when needed to hit delivery targets without sacrificing quality.
- Tracked KPIs and progress reports to keep outcomes measurable — hitting ~95% of goals and pushing toward 100% milestone completion.
Project ManagementStakeholdersKPIsDelivery
Education
Masters in Computer Science
New Jersey Institute Of Technology
Computer ScienceComputer VisionDeep LearningGenerative AIApplied AI
PostGraduate Certificate in Artificial Intelligence And Machine Learning
California Institute Of Technology
Machine LearningDeep LearningApplied AI
PostGraduate Certificate in Marketing Management With Honours
Humber College • Toronto
Go-to-marketCommunicationBusiness Strategy
Bachelor Of Engineering in Mineral Resource Engineering
Dalhousie University • Halifax
Engineering mindsetSystems thinkingExecution