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We worked with a U.S.-based healthcare payments company that was struggling with slow and inconsistent audit processes. Their auditors were reviewing claims manually, which created delays, errors, and limited scalability.
My role was to align engineering, data, and operations teams to build a more reliable and efficient system. We designed an AI-powered audit platform that could ingest claims, run risk scoring models, and provide clear explanations for every decision. A key focus for me was making the AI understandable for auditors, not just accurate.
We introduced an explainability layer using SHAP and built a real-time feedback loop so auditors could approve or reject decisions and continuously improve the model. We also streamlined deployment using modular architecture, which reduced release cycles significantly.
As a result, the client achieved a 5-day deployment cycle, increased audit throughput by 40%, and improved trust in AI decisions across teams.
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Join 1.25M professional creatives like you
Connect with clients, get discovered, and run your business 100% commission-free
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🚀 Aegis Autonomous Agency Suite
An AI-powered freelance operating system built with Notion Custom Agents.
🎯 Problem
Freelancers and agencies waste hours manually:
Reviewing leads
Writing proposals
Preparing onboarding
This leads to inconsistent workflows and lost opportunities.
💡 Solution
Aegis automates the entire client pipeline:
🛡 Sentinel — Qualifies incoming leads
🏗 Architect — Generates structured proposals
🤝 Concierge — Prepares onboarding
From first inquiry to project kickoff — fully automated.
⚙️ How It Works (End-to-End)
Add a new lead in Sales Pipeline
Sentinel evaluates and scores the lead
Status updated → triggers Architect
Architect creates a proposal in Client Portal
When marked Active → Concierge prepares onboarding
✨ Key Features
Lead scoring with transparent reasoning
Automated proposal generation (scope, timeline, budget)
Onboarding workflow with email + checklist
Structured, reusable system for any freelance workflow
⏱ Saves 3–5 hours per client
🧠 Why This Matters
This system is:
Reusable across clients and industries
Reliable with structured outputs
Designed for real-world messy inputs
Anyone can duplicate the template, plug in their own workflow, and start instantly.
🔗 Template
🤖 Agents (Submitted to Marketplace – In Review)
The Sentinel — (Notion Agent Template Link)
The Architect — (Notion Agent Template Link)
The Concierge — (Notion Agent Template Link)
📢 Social Post
Built for the Notion x Contra Custom Agent Buildathon.🎥 Demo Video:
AI is complex.
The interface shouldn’t be.
Working on something clean
this looks so beautiful
Building this SaaS platform was a deep dive into how AI products actually work, not just how they look.
From brand to design system to UI, the focus was on creating a structured product experience that supports real workflows, not just features.
Working on this helped me understand how clarity in product structure directly impacts usability and adoption.
If you're building or refining a SaaS product and need structure, clarity, and scalable design, I’m open to collaborating.
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