Architecture for What You've Already Built.

You shipped something that works. Maybe you built it with AI tools in a weekend. Maybe a small team got it to market in three months. Maybe it's been running for a year, and it's time to have a closer look at what's underneath.

Get a Preview → Or get in touch directly
Sample Assessment May 2026
AI-Orchestrated SaaS Integration Platform
Level 2: Full-Stack MVP
2
Critical
5
High
0
Medium
0
Low
Read sample
1.7x
More Issues in
AI-Generated Code
CodeRabbit, December 2025 (470-PR study)
45%
Of AI Code Fails
Security Tests
Veracode, State of Software Security 2025
95%
Of Apps Fail
Accessibility Standards
UsableNet, 2025 Mid-Year Report
0
Apps Passed End Line
Assessment

The Reality

Working Is Not the Same as Ready.

A founder built an MVP in two weeks using AI coding tools. Raised a seed round on the demo. Then a security researcher found AWS keys hardcoded in the repo. His cloud bill hit $50,000 before anyone noticed.

A three-person team shipped an internal tool that became business-critical. The original developer left six months ago. Nobody documented anything. The database schema started failing at scale.

Whether the code was written by AI, a junior developer, or a contractor who moved on, the pattern is the same. Software that works in a demo and struggles under real conditions. No deployment pipeline, no security review, and nothing in place for monitoring.

Platforms will continue to make deployment easier. Architecture judgment, security posture, and the operational discipline that production demands are not on that list, and won't be soon.

In the Press

Tech · Analysis
Thursday 30 April 2026 Blogs · Analysis
VIBE CODING

Vibe coding killed PocketOS’s database, not the AI

Marie Boran asks which bit of “human in the loop” is so hard for companies to grasp

PocketOS founder Jer Crane deployed AI coding agent Cursor, running on Anthropic’s Claude Opus 4.6, to work on a routine task. The agent hit a credential problem, decided unilaterally to fix it by deleting a storage volume, found a fully permissioned API token sitting in an unrelated file, used it, and wiped out the production database and all its backups in nine seconds.

The problem is that vibe coding, by its own definition, means accepting AI-generated actions without having to review or even understand them. The more useful confession would have come earlier, from the human in the room.

WSJ.com HHHH · $5.00
Tuesday, July 8, 2025  ~  Vol. CCLXXXVI No. 5
TECHNOLOGY

‘Vibe Coding’ Has Arrived for Businesses

Vanguard, Fifth Third Bank let staff ship working code with AI — engineers set the boundaries

By BELLE LIN

Vanguard's team is vibe coding new webpages with the help of product and design staff, said divisional CIO Heather Wilkinson. The process eliminated traditional handoffs, speeding up the design for a new Vanguard webpage by 40%.

"The role of the engineer is still very, very critical," Wilkinson said. Jude Schramm, CIO of Fifth Third Bank, said the regional bank's 700 engineers may be entirely vibe coding within a few years.

Tech · The AI Reckoning

An AI agent destroyed this coder's entire database.

He's not the only one with a horror story. Inside the year vibe-coded software started taking down production systems.

"People are becoming so reliant on AI that essentially they stop reviewing the code altogether." — Amazon engineer, anonymous

The Process

Assessment First. Then Choose Your Path.

Every engagement starts with a CTO-level architectural and security review. You get a written Assessment covering what works, what doesn't, and what it takes to fix. From there, you choose your path based on what the Assessment finds. Phases are fluid. You enter where you are and move at the pace your business requires.

Who This Is For

Founders and Teams Who Built Something Real.

You used AI coding tools to build a product and you're approaching a launch or a raise. Maybe you shipped with a small team and the original architecture wasn't built for what the product has become. Or you inherited a codebase and you're not sure what's in it.

You're looking for a Principal Architect who can tell you exactly where you stand, plus a team that can take it from there, whether that means fixing what's broken, getting to production, or rebuilding the parts that won't scale.

Sample Assessment May 2026
AI-Orchestrated SaaS Integration Platform
Level 2: Full-Stack MVP
2
Critical
5
High
0
Medium
0
Low
Read sample
The Deliverable

What You Actually Get.

An Assessment from a Principal Architect. Level classification, code map, critical findings with file references and fixes, recommended engagement scope. Click the sample card to see what's inside an Assessment.

Get a Preview

See Where You Stand.

The Assessment is a written architectural review from a Principal Architect.
Start with a free Preview. No commitment beyond what you decide.

Get a Preview → Or get in touch directly