Intelligence. Speed. Impact.

To rapidly transform complex challenges into unexpected, boundary-pushing digital realities.

See What We Do Start a Project

Where AI Meets Execution

We don't just advise — we ship. From raw data to production-grade AI systems, fast.

AI Application Development

LLM-powered products built for real users — Chrome extensions, research platforms, intelligent agents — using Claude, local models, and custom orchestration.

Rapid Prototyping

From concept to clickable reality in days, not months. A/B-ready landing pages, SaaS mockups, and client-facing demos that prove the idea before you build the product.

Systems Architecture

Scalable backend design, API integration, and infrastructure decisions that support growth — FastAPI, cloud deployment, payment rails, and beyond.

LLM Benchmarking

Rigorous local vs. cloud model evaluation — latency, quality, cost — so you choose the right AI for the job with data, not guesswork.

Monetization Strategy

Stripe integration, tiered product design, and conversion-focused UX — turning your technical edge into a sustainable revenue model.


Built. Shipped. Measured.

A selection of projects that went from idea to reality at MVP speed.

AI Extension

WordLens

Context-aware AI definitions on hover for any webpage. Chrome extension with Claude-powered lookups, configurable limits, and Stripe-gated Pro tier.

Research Platform

Political Opposition Research Engine

AI-powered dossier generation for political campaigns. FastAPI + Anthropic backend with Stripe payments and flat-rate web research — deployed to production.

LLM Research

Local vs. Cloud LLM Benchmark

Side-by-side latency and quality comparison of Llama 3.1 (local, via Ollama) against Claude Sonnet — live CLI dashboard with real-time scoring.

Prototype

Kineta SaaS Landing Page

Mobile-first conversion prototype with A/B messaging variants — Evidence-first vs. FOMO — ready to test with real traffic from day one.

Constructed Language

Sago

A complete human language built entirely from universal semantic primitives — 90 CV syllables, one per concept, grounded in 50 years of cross-linguistic research. Includes grammar, dictionary, and computational evaluation tools.

Digitization Service

FamilyScan

Professional photo and document digitization service targeting the 75 million US households sitting on irreplaceable physical archives. Mid-market pricing, archival resolution, and a direct pipeline into MemoryLane.

Desktop App

MemoryLane

Locally-installed Mac + Windows app that transforms a folder of family photos into an interactive, narrated family history — on-device AI for facial recognition, date estimation, and guided storytelling. No cloud upload required.


How We Move Fast

Speed without shortcuts. Every engagement follows a disciplined process built for delivery.

01

Diagnose

We interrogate the real problem — not the stated one. Stakeholder context, data landscape, competitive reality.

02

Design

Architecture decisions made upfront. Tech stack, model selection, monetization model — aligned before a line of code is written.

03

Build

Tight sprints, working software. No vaporware — we ship functional prototypes that can go straight to users.

04

Measure

Data validates direction. We instrument from day one so every iteration is informed, not guessed.


MVP ANALYTICS

Ready to Build Something Unexpected?

Tell us your hardest problem. We'll tell you how fast we can solve it.

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