AI Infrastructure · Founder & Chief Architect
Conceptually
Concept → operating company in days, not months.
$209K+
Per venture
$4B+
EV created
5,000+
Investors
The Problem
Great founders are bottlenecked by the gap between idea and operating company — months of validation, fundraising, hiring, and stack assembly before anything ships.
The AI Architecture
Conceptually is an AI-native incubator that compresses formation. Vetted CEOs are matched to fully-backed ventures, AI validates the thesis, expert build pods ship the product, and a 5,000+ investor bench funds the round.
What Aaron Shipped
- AI-driven concept validation pipeline (market, ICP, willingness-to-pay)
- Operator matching engine pairing CEOs with pre-funded ventures
- Build pods that ship MVP in weeks, not quarters
- Investor network of 5,000+ active backers with structured intros
The Outcome
Average $209K+ deployed per venture at launch and $4B+ in enterprise value created across the portfolio — concept to capitalized company in days.
The architect's edge
400+ pieces of software architected.
Aaron has architected 400+ pieces of software across ventures, agencies, and Fortune 500 transformations. The skills and business acumen behind that volume are unmatched — and they show up in every system below.
Browser layer
React 18 · TypeScript 5 · Tailwind
Declarative UI, compile-time type safety, design-token CSS that flips themes from one variable.
Build layer
Vite · esbuild · SWC · imagetools
Native ES modules in dev (instant reloads) and tree-shaken, code-split, hash-versioned bundles in prod.
Edge & delivery
Global CDN · HTTP/3 · TLS 1.3 · immutable caching
Every byte served from the user's nearest PoP. Long-lived caches because filenames are content-hashed.
Backend layer
PostgreSQL · PostgREST · RLS · JWT auth · Deno edge functions
Your schema is your API. Authorization enforced inside the database. Server code without server ops.
None of this is proprietary magic. It's the modern open web — selected, sequenced, and shipped by an architect who has done it 400+ times. That's the genius: knowing exactly which piece to use, when, and why it pays off three quarters from now.
"Aaron compressed eighteen months of formation work into a single week. We went from a deck to a funded operating company with a real CEO and a real build team — that doesn't happen anywhere else."
Founder, Conceptually portfolio venture
AI infrastructure category, 2025 cohort