Business & systems
Review Sentiment & Dealer Intelligence Hub
Turn dealership review data into decision-support views for client services, with Gemini sentiment classification and Hub integration.
Explore initiativeBusiness perspective. Technical depth.
Strategy, systems,
and the work behind them.
Explore the business questions and decisions behind each initiative, then follow the same project into its complete implementation documentation and artifacts.
01 / Selected Initiatives
From the business question
to a practical approach.
Challenges, decisions, tradeoffs,
and documented deliverables.
Business & systems
Chatbot Build vs. Buy Analysis
Compare rules-based, SaaS AI, and custom AI approaches against cost, control, governance, and maintenance.
Explore initiative
Business & systems
Multi-Source AI Agent Workflow
Consolidate calls, email, and internal discussion into coordinated task updates, client briefs, and stakeholder summaries.
Explore initiative02 / Applied Engineering
See how the systems
come together.
Full source documentation,
process maps, code, and artifacts.
Implementation & artifacts
Review Sentiment & Dealer Intelligence Hub
Turn dealership review data into decision-support views for client services, with Gemini sentiment classification and Hub integration.
Read implementation
Implementation & artifacts
Chatbot Build vs. Buy Analysis
Compare rules-based, SaaS AI, and custom AI approaches against cost, control, governance, and maintenance.
Read implementation
Implementation & artifacts
Multi-Source AI Agent Workflow
Consolidate calls, email, and internal discussion into coordinated task updates, client briefs, and stakeholder summaries.
Read implementationImplementation & artifacts
VibeCheck
Deliver and iterate on an employee pulse-survey platform that connects feedback to role-based dashboards and manager notifications.
Read implementationImplementation & artifacts
Gemini Exchange / Engineering Hub / AI Ecosystem
Connect applications, ownership, integrations, and documentation to the business workflows they support.
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Implementation & artifacts
Ad Data Reporting Automation
Create a shared reporting foundation for paid media activity and lead attribution, with repeatable per-client data pipelines.
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Implementation & artifacts
AI Support Triage
Demonstrate structured AI classification, observable output processing, and durable records for support intake.
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Implementation & artifacts
OpenAI API Calls
Show direct API patterns for narrative output and structured tool intent with explicit execution boundaries.
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Implementation & artifacts
Job Market Analysis
Analyze 2025 automation job postings to compare core skills, preferred skills, title trends, and role categories.
Read implementation03 / Technical Background
The experience
behind the approach.
Explore expertise, professional practice, tools and technologies, programming, cybersecurity, and credentials.
Explore Technical Background