Customer reality
I listen for the actual job-to-be-done, communicate with empathy and translate technical or policy-heavy decisions into clear next steps.
- High-volume client service
- Voice of customer
- Training and guidance
Government service, mission-critical 911 application support and hands-on AI automation—brought together by one instinct: understand the workflow, remove friction and help people succeed.
My career has crossed mechanical design, frontline operations, emergency dispatch, application support and federal program delivery. That range is useful: I can enter an unfamiliar system, learn how it actually behaves, identify where people get stuck and turn the answer into an improvement others can use.
I listen for the actual job-to-be-done, communicate with empathy and translate technical or policy-heavy decisions into clear next steps.
I work calmly inside high-stakes systems, document decisions and build repeatable processes that reduce ambiguity and missed handoffs.
I prototype with AI, code and automation to make the idea tangible—then test the workflow, expose the risks and improve the experience.
These are working prototypes and production systems. Every visual below comes from the project itself or is a transparent system diagram of how it works.
A mobile-first real-estate CRM designed for a solo Sudbury realtor, with a never-goes-cold follow-up engine, WhatsApp-first communication and an LLM-ready Deal Assist layer.
Generic CRMs create admin work but still let warm leads go cold.
Model the realtor's day around attention, conversation and next-best action.
Next.js, TypeScript, Tailwind, shadcn/ui, RBAC and local state versioning.
A repeatable client-acquisition engine that researches local businesses, scores opportunities, builds a tailored sample website and prepares a human-approved outreach package.
Parallel discovery across maps, directories, social proof, search intent and reputation.
Scores roughly 20 candidates on popularity, website weakness and reachability.
Accessible static site, deployment, email draft, reminder and structured call sheet.




A production workflow that converts long Hindi lectures into consistently branded vertical reels, accurate caption files and coordinated social assets.
Accurate text comes from Descript; GPU-accelerated Whisper supplies timing; a human Hindi review remains mandatory.
ffmpeg assembles vertical video, title cards, header strip and outro; CapCut imports and styles SRT captions.
A multi-agent factory scouts non-overlapping moments and prepares multiple reel candidates in parallel.
Real source footage from the production library.
A reliable split-system that detects a new visit from original photo GPS, drafts a review in my voice, asks for approval and prepares browser posting with a manual fallback.
Python reads EXIF, clusters visits, reverse-geocodes with Nominatim and deduplicates state.
AI drafts the review and supports browser actions only after an approval checkpoint.
Keep facts deterministic; use AI where context and language judgment are valuable.
“The rotating view over Toronto is genuinely worth it—you get the whole skyline and the lake without lifting a finger.”
Three role-relevant artifacts built to demonstrate customer-minded QA, implementation planning and voice-of-customer synthesis.
Risks prioritized by customer impact, not just technical severity.
Open case study →A practical launch plan with owners, checkpoints, adoption signals and risk controls.
Open playbook →Support issues grouped into product signals and clear next actions.
Open dashboard →Source-grounded words, designed for meaningful sharing.
Transcript → verified quote → rendered cardPulls source transcripts, selects attributable passages and renders Unicode-safe quote graphics.
Python · yt-dlp · image rendering“send this to the team uh tomorrow morning”
Send this to the team tomorrow morning.A free local dictation workflow with push-to-talk and LLM cleanup through Ollama.
Handy · Ollama · custom ModelfileAn agentic idea-to-script-to-social workflow connected to model providers and a shared content tracker.
Hermes CLI · OpenRouter · Ollama · SheetsA cautious bulk-triage workflow that widened as trust grew, then became a weekly scheduled routine.
Gmail connector · labels · scheduled agentsLearn the system. Diagnose the problem. Communicate clearly. Improve the way the work gets done.
Federal adjudication, complex client files, sensitive information and clear decisions across Employment Insurance and the Canada Disability Benefit.
Selected for a new-program CDB processing secondment.Real-time emergency call handling and multi-agency dispatch under strict privacy, accuracy and operational standards.
Application support, documentation, training, issue investigation and vendor coordination for a mission-critical next-generation 911 platform.
Structured diagnostics, OEM systems, work-order workflows and plain-language explanations of technical findings.
High-volume people and operations leadership, including approximately $30,000 in weekly inventory ordering, forecasting and vendor coordination.
Product design, failure diagnosis, planned maintenance coordination and client-facing engineering work.
3D models, production drawings, GD&T, work instructions and manufacturing process documentation.
End-to-end ownership of a niche first-responder e-commerce business: hosting, site administration, product design, SEO and fulfilment.
Customer success operations · implementation support · workflow discovery · training · documentation · voice of customer · issue triage · vendor escalation
Windows · basic Linux/Ubuntu · TCP/IP · DNS · DHCP · VPN fundamentals · VoIP · application configuration · endpoint support · privacy-aware operations
Foundational Python · PowerShell · Bash · HTML/CSS/JavaScript · Next.js · TypeScript · AI-assisted development · browser and workflow automation
High-volume case management · emergency response · regulated decision-making · people leadership · forecasting · inventory · cross-functional coordination
Cambrian College · Diploma · GPA 3.88 / 4.00
Gujarat Technological University · CGPA 8.33 / 10
Google / Coursera
I’m based in Val Caron, Ontario, open to Canada-remote opportunities and happy to travel quarterly. The roles that fit best sit around customer success operations, implementation, product support, technical account work or AI-enabled service delivery.