AI TOOL · SEO AGENT

Autonomous SEO that writes,
reflects, and publishes.

7-stage agentic pipeline. GEO engine tracking 10 AI search engines. Long-form content at scale.

Visit MentionWell → Work with us

AT A GLANCE

Pipeline Stages

Research → Outline → Draft → Reflect → Refine → Image → Publish

GEO Coverage

AI search engines tracked — ChatGPT, Perplexity, Claude, Gemini, and more

Architecture

Multi-tenant

Isolated brand profiles, keyword targets, tone guidelines per client

WHAT WE BUILT

The pipeline.

Every article produced by MentionWell passes through a seven-stage autonomous pipeline — no human bottleneck, no copy-paste, no thin content.

Stage 01–02

Research + Outline

Serper pulls live SERP data for target keywords. Firecrawl scrapes top-ranking pages for structure and coverage signals. An outline agent synthesizes a content brief with heading hierarchy and target word counts per section.

Stage 03–04

Draft + Reflect

A draft model (via OpenRouter) writes the full article against the brief. A second model pass — the Reflect stage — reviews the draft for factual gaps, thin sections, and missing search intent coverage. It produces a structured critique that feeds directly into Stage 05.

Stage 05–07

Refine + Image + Publish

The refine agent rewrites flagged sections. FAL generates a unique header image matched to the article topic and brand palette. A CMS publishing agent delivers the final article — with SEO metadata, slug, alt text, and structured data — directly to Webflow or client API.

GEO Engine

Generative Engine Optimization

Proprietary module that queries 10 AI search engines — ChatGPT, Perplexity, Claude, Gemini, Copilot, and more — with branded queries on a schedule. Measures citation frequency, sentiment, and share-of-voice across AI platforms over time.

Multi-Tenancy

Isolated client profiles

Each client runs in a fully isolated profile: brand voice guidelines, keyword targets, competitor watchlists, tone instructions, publishing credentials, and CMS config. One platform, zero cross-contamination.

Dashboard

Full pipeline visibility

Real-time article status tracker across all 7 stages. Keyword ranking history. GEO citation score over time per AI engine. Scheduled publish queue with override controls.

AI & ARCHITECTURE

The reflect step.

The single most impactful stage in the pipeline. After the first draft is written, a second model is invoked with the draft, the original brief, and a critique rubric. It returns a structured JSON object identifying:

→Sections with factual claims that need verification
→Headings where search intent is underserved
→Word count deficits by section vs. SERP average
→Missing semantic keywords identified from competitor coverage
→Tone deviations from brand guidelines

OpenRouter routing.

Pipeline stages run on different models via OpenRouter — heavier models for Draft and Reflect, faster models for Outline and metadata generation. Routing rules are per-client and configurable without code changes.

Pipeline orchestration

Trigger.dev Job queue + retry logic

Supabase Client profiles + article state

OpenRouter Multi-model routing

FAL Image generation

STACK

Technology.

Framework

Next.js

AI Routing

OpenRouter

Image Gen

FAL

Research

Firecrawl

Search API

Serper

Database

Supabase

Orchestration

Trigger.dev

CMS Output

Webflow API + Custom

mentionwell.com ↗

BUILD WITH US

Need an agentic pipeline
for your content operation?

We build autonomous systems that write, reflect, and publish — at whatever scale you need.

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