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Flight Deck

I designed and built Flight Deck to reclaim the workday from email chaos. It’s an AI-powered triage station that didn’t just sort mail—it fundamentally changed how the team operated, turning a 10,000-email flood into a manageable stream of high-value conversations.

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  • Solution Architect & Tech Lead
  • Applied LLM/ML Engineer
  • Data & Integration Engineering
  • MLOps & Observability
  • Security & Compliance
AI auto-classifies incoming emails into prioritized queues.

The 10,000 Email Morning

Every morning, the team woke up to a disaster: 10,000 unread emails. Buried in the noise were urgent client requests, critical outages, and sales leads. But finding them meant sifting through thousands of "Thank you" replies, out-of-office notifications, and duplicate tickets. Morale was tanking, response times were slipping, and the "inbox zero" dream was dead.

AI email triage pipeline with human-in-the-loop.

Taking Back Control

We built Flight Deck not just to filter email, but to understand it.

It starts with Ingestion & Classification: analyzing intent, sentiment, and urgency in real-time. But the real magic happens in the Triage Engine. It routes requests to the right human or handles them automatically, drafting context-aware replies that sound like us, not a robot.

Crucially, we kept humans in the loop. Flight Deck doesn't guess; it suggests. Agents approve or edit drafts, and every interaction teaches the model to be smarter tomorrow.

Analytics view with first-reply time, auto-resolution, and queue aging trends.

From Chaos to Clarity

The impact was immediate and profound. We didn't just move numbers; we bought back time.

90% Noise Reduction: 10,000 daily emails became 1,000 meaningful tickets.
Instant Triage: Urgent issues were flagged in seconds, not hours.
Human Focus: The team stopped being data janitors and started being problem solvers.

The dashboard proved it: First-reply times plummeted, and customer satisfaction scores climbed. We turned a firehose into a fountain.

Analytics view with first-reply time, auto-resolution, and queue aging trends.

Project outcomes

Strategic Calm: The panic of the morning backlog is gone. The team starts the day knowing Flight Deck has the watch.
Consistent Quality: AI drafts ensure every customer gets a high-quality, on-brand response, every time.
Scalable Trust: By showing our work (confidence scores, citations), we built a system that stakeholders trust to run the show.