Mountain landscape

work

Building Personalized Applications.
Don't be limited by multi-tenant, legacy SaaS.

We build AI-powered applications specifically for you — seriously, the application is entirely owned and isolated to your organization's network. Here's our thoughts:

Your existing technology stack was made by decisions of compromise and trade-offs — “We bought Salesforce, it satisfied 60% of our needs so we paid consultants to customize everything, and our reps are still not happy with it.” And even worse, the vendor lock-in you are feeling is a feature, not a bug. Legacy systems want to upsell you for solutions you need today — imagine waiting 3 months to add a new feature when your team could build it overnight.

Our belief is that legacy, multi-tenant software will not keep up with your organization's demands or adapt quickly enough to maximize LLM-Agents. By building applications directly in your environment, we empower native interoperability with the rest of your organization. Let us help you remove the friction that has profited SaaS for so many years. Our rapidly deployed applications enable your team to spend more time serving customers, driving corporate strategy, and doing the important work.

services

01coming soon

Bespoke AI Applications

Deep-engagement builds for organizations that want real capability — not a demo. Data analytics pipelines, enhanced dashboards, data analyst bots, LLM workflows, and CRM/CRUD applications. We learn your world, build inside your environment, and leave you with something that compounds.

Data PipelinesDashboardsAI BotsLLM WorkflowsCRM
one-pager →
02

Personal AI Assistant Setup

1:1 buildouts of a local personal assistant — the same setup I use every day. Email management, project tracking, a local agent running on a Mac Mini that knows your context and works while you sleep. Taking my hands-on experience with OpenClaw and making it yours.

OpenClawEmail AutomationLocal AgentMac Mini
03

Open to Opportunities

Not everything fits a box. If you're wrestling with AI strategy, trying to articulate ROI to leadership, or just want a sharp thinking partner — let's talk. I'm open to advising, fractional work, or whatever form of collaboration creates real value.

StrategyAI AdvisoryROICommunication
get in touch →

approach

The world of software development changed dramatically in December 2025. We have officially entered a new environment where writing code is a commodity. The capability of coding agents cannot be overstated — fortunately it enables us to level up our thinking and ask the more important questions. In a world of endless capability, we no longer ask what can I build and now get to more deeply explore what produces the greatest value. We believe your employees have the knowledge and ideas to improve your organization — we are here to unlock that potential.

Every engagement starts with understanding the client's world — their data, their workflows, their language. We work with your team to build the knowledge base on how your organization functions and engages with customers. Then we build. We build fast. Our team deploys agents to their full potential, supercharged by frameworks and optimizations we are constantly developing as we ship production-grade products. Our philosophy is to work within your enterprise-secure environment, build trust through transparency in our codebase, and produce results that the big companies aren't delivering today.

01

Discovery

Map data sources, business rules, and stakeholder needs into an agent-ready knowledge base.

02

Build

Deploy bespoke tools in days — bots, dashboards, pipelines — inside the client's own environment.

03

Evolve

Ongoing data enrichment, new integrations, and expanding capabilities as needs emerge.

projects

full spotlight →
featured project

Provider Intelligence Platform

Search and analytics tool for physician liaisons. 90M+ rows of Medicare claims data, Google Places integration, cascading NPI match engine with specialty stemming.

FastAPIReactDuckDBDockerCMS Data
project

CMS Healthcare Data Pipeline

Automated ingestion of Medicare claims, NPPES provider registries, Open Payments, and MIPS quality scores. Entity resolution across data sources into a unified provider graph.

PythonDuckDBCMS DataEntity Resolution
project

Conversational AI Bots

Natural language access to healthcare data via Microsoft Teams. "Show me referral volumes for cardiology in Q4" → instant chart with drill-down.

Azure OpenAITeamsMCPPython
project

Analytics Dashboard

Real-time usage tracking for Provider Search — top queries, provider views, daily engagement reports. Built with Claude Code in a single session.

ReactSupabaseRecharts

stack

backend

Python, FastAPI, Django, DuckDB, Supabase

frontend

React, Next.js, Tailwind CSS, Recharts

ai & data

Azure OpenAI, MCP, WebMCP, CMS/Medicare Data

infra

Docker, Azure Container Apps, Hetzner, GitHub Actions

data sources

NPPES, Medicare Claims, Open Payments, Google Places

patterns

Entity Resolution, NPI Matching, Agent Orchestration