Are Your Devs Tethered to Strategic Architecture While Vibe Coding?
A scored profile of whether your AI-accelerated development still respects the architecture you've designed — or quietly diverges from it.
- A scored profile across 6 dimensions — see exactly where you're strong and where the gaps are.
- Your biggest opportunities, mapped to specific next moves.
- A personalized video walkthrough from Shawn (optional) — a real read on your results.
AI-accelerated development moves fast — and AI agents optimize for the prompt in front of them, not for the architecture you designed last year. The question "are your developers still tethered to the architecture while vibe coding" rarely has a single answer. It lives in six places at once: whether there's a current architectural source of truth, whether design changes go through a real review, whether you measure drift and refactor it down, whether your agent context files are load-bearing, whether AI-generated code respects service contracts and module boundaries, and whether the tradeoffs behind your design are documented well enough for an agent to honor them.
This free assessment scores your team across those six dimensions and returns a clear tethering profile in about six minutes. It's built from 27 years of technology leadership across Fortune 500 and growth-stage companies — and applies the same lens a fractional CTO would bring to a first conversation about how to keep velocity high without losing architectural shape.
What this architecture tethering assessment measures
Tethering is not a single number — it's a profile. The assessment scores six dimensions independently so you can see exactly where AI-generated code is most likely diverging from your architecture: Architectural Source of Truth (does a current doc exist), Design Review Cadence (do boundary-crossing PRs trigger real review), Drift Detection & Refactoring (do you measure and pay down architectural drift), Agent Context Hygiene (are your CLAUDE.md and AGENTS.md files load-bearing), Boundary Discipline (are service contracts and module interfaces respected), and Tradeoff Documentation (are architectural decisions written down well enough for an agent to honor). The final question maps where you suspect drift is accumulating fastest, so the reinforcement work can be sequenced by real pressure.
Why architecture tethering matters when AI writes the code
AI coding tools optimize for short-term utility — they solve the prompt in front of them. Without a tether, every PR is a small step away from the architecture you designed. That's not a problem on day one. It's the problem six months later, when the shortcuts have compounded into a system that no longer matches the design and that no one can confidently change. Teams that get this right treat their architecture documentation, ADRs, agent context files, and design review process as load-bearing infrastructure — the substrate that makes AI acceleration compound with intent rather than pull against it. The cheapest time to install that discipline is before the drift becomes structural.
What you get at the end
You'll see an overall architecture tethering score, a band that describes where you stand (from Untethered through Fully Tethered), a per-dimension breakdown, and a map of where drift is most likely accumulating. From there you can request a personalized video walkthrough — a short, recorded read on your specific results and what a fractional CTO engagement would do to tighten the discipline without slowing your team down. No generic sales deck.
Frequently asked questions
What is architecture tethering for AI-accelerated development?
Architecture tethering is the practice of keeping AI-generated code anchored to the architecture you designed — through a current source of truth, design review for boundary-crossing changes, drift detection, load-bearing agent context files, boundary discipline, and documented tradeoffs. It's the substrate that lets AI acceleration compound with architectural intent instead of pulling against it.
How long does the assessment take?
About six minutes. It's 18 scored questions across six dimensions plus a final question that maps where you suspect AI-generated code is drifting most. Your progress auto-saves, so you can leave and resume without losing answers.
Is the assessment free?
Yes. The assessment and your scored results are completely free. You can optionally request a personalized video walkthrough of your results, which is also free.
Who is this assessment for?
It's built for engineering leaders, CTOs, and founders whose teams have adopted AI coding tools (Claude Code, Cursor, Copilot, agents) and who want a clear-eyed read on whether the architecture is still holding shape — or quietly drifting under the velocity.
What happens after I get my score?
You'll see a full tethering profile with per-dimension scores and a map of where drift is most likely accumulating. If you'd like, you can share a few details and receive a personalized video walkthrough explaining your results and what a fractional CTO would prioritize to keep your team's AI-accelerated development tethered to the architecture you designed.