7 AI products and operating systems spanning field operations, civic access, content strategy, women's health, lead recovery, and invoicing. Each began with a costly point of friction and became a practical product, workflow, or platform.
The industries change. The method does not: understand the work, structure the decisions, then choose the technology.
Contractors lose billable days writing estimates by hand, then lose the job again to slow contracts and untracked billing.
The build
An estimating platform with AI-generated estimates, e-signature contracts, role-based crew permissions, and Stripe subscription billing across three live tiers.
Finding out who represents you, and what they are actually doing, means visiting a different site for every level of government.
The build
A free public tool that brings local, state and federal civic information into one place, organised by level of government rather than by agency. No account and no cost.
Every content tool asks for a brand voice doc, content pillars and a kit up front, and most people don't have any of those, so the tool sits unused.
The build
An interview-driven coaching app that asks one adaptive question at a time until a usable draft comes out, in whatever content framework the person types in themselves rather than picking from a fixed list. Records audio in-app, keeps the raw recording for a future video handoff, and turns transcripts into ready drafts.
When a claim or dispute turns, people scramble to rebuild what happened from scattered photos, emails and call notes, and the record that would have protected them was never kept.
The build
A documentation app that keeps evidence, communications, contacts and a timeline in one record per matter, fingerprints every file on upload, scores how complete the record is, and uses AI to flag gaps and draft a chronology. A one-click demo opens a fully loaded sample workspace with no sign up.
Women's health app with a conversational AI companion.
The friction
Hormone and mood tracking apps ask for structured input at exactly the moments people least want to fill in forms.
The build
Hormone and mood tracking paired with voice journaling and a conversational AI companion. Co-built with a six-person team at the Outskill AI hackathon; the build took first place, and four of the six incorporated to continue it.
Service businesses lose revenue on calls nobody answers, and custom automation builds are too expensive to repeat per client.
The build
A missed-call recovery and AI booking system on GoHighLevel, packaged as a repeatable template so each new client is a configuration rather than a custom build.
Bring me the business problem before the software brief.
I work at the intersection of AI strategy, workflow design, business transformation, and product execution. If the problem is valuable, repeatable, and poorly served by the current process, that is where I do my best work.
