Project Links
Hero
Category: AI Automation / Growth Infrastructure
Status: Internal SazM Platform
Explore the system / Discuss automation
Problem
SazM needed a safe way to monitor website, analytics, content, CMS, and repository signals without allowing an AI system to directly modify production. The goal was to create a growth automation engine that could identify opportunities while preserving human control.
Solution
SazM built a local-first autonomous growth engine with:
- LangGraph workflow orchestration
- Website, analytics, CMS, and GitHub observation layers
- Knowledge graph generation
- Opportunity detection
- Human review queue
- Patch proposal generation
- Sandbox dry-run safety checks
- Approval bundles
- Local content draft materializer
- Integrated audit
- Cloudflare read-only control plane
Safety Architecture
The system is intentionally designed around human approval and disabled write paths:
- CMS writes disabled by default
- GitHub writes disabled by default
- Deployment triggers disabled
- Target repository mutation disabled
- Arbitrary command execution disabled
- Human approval required
- Cloudflare control plane is read-only
- Production autonomous writes are intentionally not live
Results
Only verified internal facts are included here:
- Local automation engine completed and committed
- Content draft materializer completed and committed
- Cloudflare read-only control plane deployed
- Health, status, and safety endpoints are live
- Final test suite passed with 199 tests
- Integrated audit passed
- Live
/statusreports writes enabled as false - Live
/safetyreports CMS, GitHub, deploy, target repository mutation, and arbitrary command execution disabled
Live Control Plane
Public control-plane URL:
https://sazm-automation-control-plane.sazm.workers.dev
Available public endpoints:
/health/status/safety/reports/latest
The control plane exposes operational status only. It does not expose private reports, secrets, raw internal data, credentials, service accounts, or production write controls.
What This Demonstrates
This internal platform demonstrates that SazM can build:
- AI-assisted workflow automation
- Safe human-in-the-loop systems
- Cloudflare Workers control planes
- Content automation pipelines
- Internal growth systems
- Approval-gated automation platforms
Want a Safe Automation System for Your Business?
Talk to SazM about building automation that observes, drafts, validates, and waits for approval before production changes are made.