Available for

Select Fractional Advisory, Diagnostic Audits & Full-Time Executive CTO / Head of Engineering Roles

Understand What's Really Going On.

Technology companies rarely have a shortage of information—they have a shortage of clarity. I help founders, VCs, executives, and technical leaders diagnose what is actually happening inside software systems, platform architectures, and production AI retrieval infrastructure.

Free Ebook

Set the Universal Constants

How first-principles engineering creates high-velocity organizations. Twenty years of turnarounds, distilled into one blueprint — free to download.

Download the Ebook

“Chris is a rare find—a leader with remarkable vision and deep values who marries intuitive intelligence, natural charm, and tireless curiosity to serve teams in a way few people can.”

The Core Problem

You know something in the system isn't making sense.

The Symptoms

  • Delivery dates keep slipping, but everyone claims they're busy.
  • Engineering insists everything is "complex," while product claims nothing gets shipped.
  • Your cloud bill is ballooning, yet system reliability is declining.
  • Standups are status meetings, and retrospectives produce zero meaningful action.
  • You inherited a codebase or team where nobody can explain why original architectural decisions were made.

The Reality

The risk in software isn't just building the product wrong—it's building the wrong thing entirely on fragile foundations.

I separate symptoms from root causes to make the invisible system visible.

By The Numbers

Proven Impact

$14M ARR

Scaled Unstructured core SaaS platform from pre-revenue to $14M ARR.

95% Faster Deployments

Reduced enterprise deployment cycles from 6+ weeks down to 2 days.

$8M Annual Savings

Driven via Graviton EC2 architecture modernization for Snap at AWS scale.

0 to 700+ EKS Clusters

Supported massive Kubernetes growth managing $500M+ annual cloud spend.

Prior Art

Selected Prior Art & Case Studies

Production AI & RAG Infrastructure

Unstructured: Pre-Revenue to $14M ARR Data Plane

Enterprise AI Data Plane

Pre-Revenue to $14M ARR | 6 Weeks to 2 Days Deployment

Architected the core platform data plane that scaled Unstructured from pre-revenue to $14M ARR. Reduced complex enterprise deployment times from 6+ weeks to 2 days (and 9 hours to 20 minutes in ideal environments), and cut runtime latency from minutes to ~3 seconds for key retrieval workflows.

Executive Sales Enablement

ABC Television & Disney

Weekend Native Engine Rewrite

48-Hour Native Delivery & Multi-Network Expansion

Rebuilt a lagging hybrid sales app into a high-performance native iOS platform over a single weekend. Turned stakeholder dissatisfaction into Disney contract expansion and white-labeled the architecture for NBC.

Abstract Systems Architecture

Intel & Ziba

Universal Media Operating System

Global White-Label Plasticity

Architected a pluggable, re-themeable media interface for Intel acceleration chips, enabling over-the-air localization and universal content navigation across international markets.

Data Interpolation & Automation

Universal Music Group

Automated Artist Platform

Rapid Ingestion & Scalable Launch Workflows

Engineered a remote data-interpolation engine in Drupal 7 that automated metadata and asset ingestion, allowing rapid site creation for flagship artists like Imagine Dragons.

Services

Engagement Models

Option A

One-Time “Understand What's Really Going On” Call

For: Executives, VCs, and Founders needing an immediate, unbiased second opinion.

A focused, high-impact diagnostic deep dive. No performance theater, no 60-page PDF report—just pure clarity on technical, process, or organizational friction.

Option B

Fractional / Interim CTO & Strategic Advisory

For: Growth-stage companies needing executive leadership, architectural overhaul, or team gelling without long-term bloat.

Full diagnostic (Phase 0 Archaeology through Phase 4 Optimization), system rubrics, team coaching, and board alignment.

Option C

Executive & Engineering Leadership Courses

For: Teams and leaders looking to embed first-principles engineering into their company DNA.

Transitioning from "primordial soup" to a coherent, self-healing engineering culture.

“Chris is the guy I go to for a sanity check on a business plan, architectural plans for a new application, or a difficult interpersonal issue between team members.”

Executive Manifesto · Free Ebook

Set the Universal Constants

How First-Principles Engineering Creates High-Velocity Organizations

A 10-minute guide for VCs, founders, and CTOs on eliminating technical theater, building software starter kits, eliminating copy-paste bloat, and establishing systemic coherence from Day Zero.

Direct Technical Perspective in Your Inbox

Thoughtful breakdowns on engineering leadership, systems thinking, first principles, and why bad software gets built.