Product

Governance at initialization, not inspection after the fact

SentryStack enforces secure architecture, configuration, and dependency decisions before a single line of code is written — for individual builders and enterprise teams alike.

Research foundation

Based on research from a Harvard grad student project

Overview

Dynamically mapping feature development from Claude Code or Codex or Grok Build to the infrastructure primitives and architectural configuration set by the engineering team. Leverages graph algorithms to map data flows and ensure the architecture and configuration is actually followed by Claude Code or Codex without hallucinations.

Product

SentryStack is built on a graduate research project to solve the gap between what AI coding tools produce and what non-engineering teams (product, GTM, analysts) actually intend to deploy. Claude Code, Codex, and Grok Build are highly capable at feature development, but they operate without awareness of the infrastructure primitives and architectural constraints set by the engineering and security team. The result is vibe-coded output that diverges from intended architecture in ways that are invisible until something breaks in production or is breached in a cyberattack.

SentryStack solves this by dynamically mapping feature development to the infrastructure primitives and architectural configuration defined by the engineering and security teams. Using graph algorithms, we trace data flows through the application and verify that the architecture and configuration Claude Code or Codex produces actually conforms to what was specified — catching hallucinations and drift at the structural and design level, not the line level during a CI/CD pipeline run or security scan.

The output is a vibe-coded application with no architectural issues that can make the decision to Build, rather than Buy, that much easier.

Two ways in

For the individual builder who wants to ship without security expertise — and for the enterprise that needs governance over the builders inside it.

Individual builders
Ship the app you vibe-coded without the security holes. SentryStack makes the architecture and config decisions up front — secure, handoff-ready, from line one. No security expertise required.
Enterprise teams
Ops managers, analysts, and PMs are already shipping internal tools on company infrastructure. SentryStack is the governance control plane that lets them build — without bypassing your security policies.

How it works

Three steps. Zero security expertise required.

1. Connect

Link Claude Code and GitHub. That's the entire setup — no agents to babysit, no config files to learn.

2. Enforce at initialization

SentryStack reads your architecture and configuration left of the pipeline — before code exists — and applies secure defaults automatically.

3. Ship safe

Validate the app is safe before you deploy. For enterprises, every initialization generates audit artifacts mapped to your compliance frameworks.

For individual builders

Start fresh, secure from line one

SentryStack makes the architecture and config decisions up front — a secure, well-structured, handoff-ready foundation before you write a feature.

Bring an existing repo

We analyze, recommend, and apply fixes — or flag exactly what must change before you deploy or hand off to an engineer.

Live system graph

A visual map of your front end, back end, functions, and data flow. Click any node to see exactly how data moves through your app.

Pre-deploy validation

We check that the class of flaws scanners miss — architecture and config decisions — are prevented by construction before anything ships.

For enterprises

Security teams have governance for engineers. They have no governance model for AI-native internal builders. SentryStack closes that gap.

Cross-tool policy enforcement

Enforce approved stacks, dependency sources, and infrastructure guardrails across Claude Code, GitHub Copilot, Replit, and internal agents — from a single control plane.

Compliance-mapped audit artifacts

Every project initialization generates logs mapped to SOC 2, ISO 27001, NIST AI RMF, and software supply chain controls. Audit-ready from day one.

Policy-as-code at scaffolding time

Encode approved cloud patterns, internal service templates, data boundary rules, and identity constraints. Enforced automatically — before a non-engineer builder ships anything.

Visibility across shadow AI builds

See every internal tool initialized by non-engineer builders. Stop finding out about shadow IT after the incident.

Enterprise

Every enterprise initializing projects through SentryStack gets initialization logs, policy enforcement records, stack approval lineage, and dependency provenance — artifacts your security team can produce at the next audit without a scramble.

Building something yourself?

Get early access and connect your first repo in minutes.

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Running a security or platform team?

We're working with design partners to pilot initialization-time policy enforcement inside enterprise environments.

Talk to us