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Autonomous SEO Engineering

RankForge AI

An AI SEO engineer that crawls a site, analyses it with LLM agents, generates fixes and opens them as GitHub pull requests — then tracks rankings to close the loop.

Role
Own product — in development
Status
In development
RankForge AI

Problem

SEO teams spend hours finding technical issues by hand, then write tickets and wait for developers — and rarely learn whether a fix moved anything.

Solution

An autonomous AI SEO engineer. It crawls the site, analyses pages with LLM agents, generates the code changes, opens them as GitHub pull requests for review and tracks rankings afterwards to close the loop.

Architecture

  1. Playwright crawler
  2. LLM analysis agents
  3. Tool calling
  4. Fix generation
  5. GitHub pull request
  6. Ranking monitor
  • LangChain
  • Playwright
  • Fastify
  • BullMQ
  • Prisma

Result

Automates the full workflow from discovery to recommendation, implementation and measurement, with a human approving every pull request. Built on LangChain, Fastify, BullMQ job queues and Prisma.

Why it matters to you

The pattern most businesses need from AI: agents that use tools, act inside existing systems and stay reviewable — applied here to code, but the same architecture drives support, operations and document workflows.