Resident intake
Capture the real issueAI workflow design practical prototypes
I turn messy business processes into clear, useful AI workflows.
I design systems that help teams understand where AI fits, how people will use it, and what a practical first version should look like.
Open to consulting, collaboration, and the right full-time opportunity.
Clarify + classify
Ask the useful next questionTeam handoff
Send the right contextStatus update
Keep people informedFocused on the space between a good AI idea and a workflow people can actually use.
- Workflow mapping
- Prompt + system design
- Prototype interfaces
- Business clarity
What I do
Make AI feel less abstract and more useful.
My work sits at the intersection of operations, user experience, and applied AI. I help teams shape practical systems before they commit to a large build.
Find the useful opportunity
Identify repeatable decisions, manual handoffs, communication gaps, and knowledge-heavy tasks where AI can make work easier.
- Process discovery
- Opportunity framing
- Use-case prioritization
Design the workflow around people
Define what AI should do, what people should decide, and how the experience stays understandable from the first input to the final handoff.
- Human-in-the-loop design
- Prompt + system logic
- Exception planning
Prototype the practical version
Turn a concept into a working demonstration, interface direction, or clear implementation plan that stakeholders can react to.
- Clickable concepts
- Workflow prototypes
- Implementation roadmaps
Selected work
AI concepts designed for the way work really happens.
A mix of prototypes, workflow systems, and practical concepts. Each starts with a specific business problem, not a technology trend.
AI Maintenance Coordinator Assistant
A workflow concept for clarifying service requests, surfacing urgency, and giving coordinators better context before the first handoff.
Resident Maintenance Intake
A mobile-first intake flow that helps residents explain the issue while guiding the operations team toward a cleaner first response.
AI Brief + Podcast Production System
A repeatable workflow for moving from a research brief to a structured script, review loop, and audio-ready output.
Construction Workflow Automation
A concept for turning scattered notes and project updates into clearer summaries, action lists, and accountability checkpoints.
Salesforce-Adjacent AI Concepts
Practical ideas for bringing better summaries, follow-up support, and next-action clarity into CRM-centered business workflows.
Other Mirth Farm Content Workflow
A lightweight content system for shaping a raw idea into multiple useful formats while keeping the original voice intact.
Business problems
Good AI work usually starts with a familiar frustration.
The opportunity is often hiding in the work people have learned to tolerate: repeated explanations, scattered information, unclear handoffs, and decisions that depend on one busy person.
01 Information arrives messy and incomplete
Design an intake experience that gathers the right context, asks useful follow-up questions, and gives a person a cleaner starting point.
02 Teams spend too much time rewriting the same information
Create a controlled workflow for transforming notes, documents, or updates into summaries and drafts that are ready for review.
03 The next action is unclear after every handoff
Use AI to surface the decision, the owner, and the missing context while keeping accountability with the team.
04 A useful AI idea is stuck in presentation mode
Turn the idea into a focused prototype or workflow map so stakeholders can see what it does, where it fits, and what should happen next.
How I work
Start with the job. Design the system. Test the useful part.
STEP 01 / DISCOVERY
See the workflow before trying to improve it.
The first task is getting specific: what starts the process, where the information gets stuck, which decisions need judgment, and what a better handoff would change.
- Map the current experience
- Identify the repeatable pattern
- Define a useful first outcome
Skills + tools
A practical toolkit for shaping AI-enabled work.
I use the tools that fit the problem, with an emphasis on clear thinking, useful demonstrations, and systems a business team can understand.
AI system design
Prompt architecture, context design, knowledge workflows, model selection, and QA thinking.
Workflow strategy
Process mapping, intake design, handoff logic, exception planning, and adoption thinking.
Prototype development
Interface concepts, clickable prototypes, lightweight web builds, and dashboard directions.
Business communication
Plain-language briefs, system explanations, stakeholder framing, and implementation roadmaps.
Tools explored and used across workflows
- ChatGPT
- Claude
- Gemini
- NotebookLM
- Perplexity
- HTML / CSS / JavaScript
- CRM-centered concepts
- Automation platforms
About
I like the point where a complicated idea becomes something people can see and use.
I am focused on practical AI systems: the workflows, prompts, interfaces, and explanations that help a business move from curiosity to a well-shaped first version.
My strength is connecting operational context with clear design thinking. I ask where AI is actually helpful, where a person should stay in control, and how to make the system easier to understand than the process it replaces.
Useful before impressive
Clear before complex
Human review by design
Start a conversation
Have a workflow that could work better?
I am interested in practical AI projects, thoughtful teams, and business problems that are ready for a clearer first step.