Platform Architecture & Autonomous Workflow

How Autoflow Works

A seamlessly automated pipeline that connects your website repository, runs Groq AI rewrites, and deploys to GitHub — all without human intervention.

Autoflow Pipeline Visual Steps
1

Connect Website

Point Autoflow to your local folder or GitHub repository. Supports HTTPS PAT and SSH auth.

Local Path / Git URL
2

Universal AI Scanning

Runs via Groq, OpenAI, Claude, Gemini, OpenRouter, or your own local Ollama server.

Cloud API / Local Ollama
3

CSS-Safe Patching

Rewritten text is surgically patched into the HTML source. Zero changes to CSS classes, inline styles, or layout attributes.

str_replace() → DOM-safe
Continues automatically
4

Brand Validation

Protected terms, exclusion selectors, and approval mode rules are applied before any commit is made.

Governance Engine
5

Auto Git Push

git add → git commit → git push. Fully automated with your configured author identity and target branch.

git push origin main
6

Notify & Repeat

Email alerts sent to your notification receiver. The cron scheduler queues the next cycle automatically.

SMTP → Next Cron Tick
Technical Architecture

Built for reliability
at enterprise scale

Autoflow is a Laravel 11 + Livewire 3 application with an isolated job pipeline. Each page rewrite runs with timeout protection, active validation, and comprehensive error logging.

01

Safe DOM Parsing & Selective Replacement

Autoflow extracts human-readable copy only. CSS stylesheets, animation classes, JavaScript handlers, and structural HTML divs remain 100% untouched.

02

Smart Multi-Page Queue & Rate Throttling

When refreshing 10, 50, or 100+ pages, jobs are processed in controlled async batches to avoid API rate limits and ensure maximum semantic quality on every page.

03

Atomic Git Commits & Instant Rollbacks

Batch updates are grouped into single atomic Git commits with complete visual diff tracking, branch protection, and single-click rollbacks.

JobExecutionService.php
$prompt = "Rewrite this website copy...";
// Model: Groq Llama 3.3 70B (JSON mode)
$res = Http::post('groq/chat', [...]);
// Surgical DOM Text Replacement
$html = str_replace($oldSegment, $newSegment, $html);
// Git Commit & Remote Push
shell_exec("git add . && git commit && git push");
// Job complete. Live website updated.

Ready to automate?

Set up your first website in under 5 minutes. No code. No complex servers. Just connect and go.