惯性聚合 高效追踪和阅读你感兴趣的博客、新闻、科技资讯
阅读原文 在惯性聚合中打开

推荐订阅源

Y
Y Combinator Blog
Cyber Security Advisories - MS-ISAC
Cyber Security Advisories - MS-ISAC
博客园 - 司徒正美
Blog — PlanetScale
Blog — PlanetScale
博客园 - 聂微东
月光博客
月光博客
量子位
大猫的无限游戏
大猫的无限游戏
Stack Overflow Blog
Stack Overflow Blog
奇客Solidot–传递最新科技情报
奇客Solidot–传递最新科技情报
The Cloudflare Blog
P
Proofpoint News Feed
B
Blog RSS Feed
美团技术团队
腾讯CDC
C
Check Point Blog
Engineering at Meta
Engineering at Meta
F
Fortinet All Blogs
N
Netflix TechBlog - Medium
Recent Announcements
Recent Announcements
J
Java Code Geeks
S
SegmentFault 最新的问题
WordPress大学
WordPress大学
宝玉的分享
宝玉的分享

DEV Community

Authentication Security Deep Dive: From Brute Force to Salted Hashing (With Java Examples) Why AI Systems Don’t Fail — They Drift Spilling beans for how i learn for exam😁"Reinforcement Learning Cheat Sheet" I Replaced Chrome with Safari for AI Browser Automation. Here's What Broke (and What Finally Worked) How Python Borrows Other People's Work The $40 Architecture: Processing 1 Billion API Requests with 99.99% Uptime Vibe Coding: A Workflow Guide (From Zero to SaaS) Most webhook security guides protect the wrong side. The scary part is delivery. Headless CMS for TanStack Start: Build a Blog with Cosmic EU Age Verification App "Hacked in 2 Minutes" — What Actually Happened Comfy Cloud’s delete function does not actually remove files Running AI Models on GPU Cloud Servers: A Beginner Guide Event-driven media intelligence with AWS Step Functions and Bedrock I scored 500 AI prompts across 8 quality dimensions — here's what broke How to Call Google Gemini API from Next.js (Free Tier, No Backend Needed) The Portal Protocol: Reclaiming Human Connection in the Age of AI How to Fix Your Team's Scattered Knowledge Problem With a Self-Hosted Forum Intro to tc Cloud Functors: A Graph-First Mental Model for the Modern Cloud Designing Multi-Tenant Backends With Both Ownership and Team Access I Built a Neumorphic CSS Library with 77+ Components — Here's What I Learned PostgreSQL Performance Optimization: Why Connection Pooling Is Critical at Scale Cómo construí un SaaS multi-rubro para gestionar expensas en Argentina con FastAPI + Vue 3 🚀 I Built an Ethical Hacking Scanner Tool – Open Source Project I Replaced /usage and /context in Claude Code With a Single Statusline A Pythonic Way to Handle Emails (IMAP/SMTP) with Auto-Discovery and AI-Ready Design I Collected 8.9 Million Polymarket Price Points — Here's What I Found About How Markets Really Move EcoTrack AI — Carbon Footprint Tracker & Dashboard Everyone's Using AI. No One Agrees How. 5 self-hosted ebook managers worth trying in 2026 Building Your First AI Agent with LangChain: From Chatbot to Autonomous Assistant
I built an AI agent that audits a site's visibility in bo...
Dusan Walla · 2026-05-02 · via DEV Community
Cover image for I built an AI agent that audits a site's visibility in both Google AND ChatGPT/Perplexity — here's how it works

Dusan Walla

Google rankings aren't the whole game anymore. I started noticing my clients' potential customers asking ChatGPT and Perplexity "best web designer in Dublin" and getting answers — answers that didn't include my clients.

So I built a two-agent system that audits both: Wave 1 (traditional search) and Wave 2 (AI citation). It's open source.

The problem it solves
Classic SEO tools tell you where you rank in Google. They tell you nothing about whether ChatGPT mentions you when someone asks a relevant question.

Both matter. Ignoring either leaves visible search traffic on the table.

Two agents, two jobs
seo-strategist handles Wave 1:

Pulls live GSC data via Supermetrics
Cross-references Ahrefs for keyword difficulty + volume
Runs a mandatory cannibalization gate — if two pages compete for the same query, it stops and flags before doing any optimisation
Outputs: Keyword Targets · Technical Audit · Sitemap Recommendations
aeo-strategist handles Wave 2:

Runs 30+ prompts across ChatGPT, Claude, Gemini, Perplexity
Identifies "lost prompts" — queries where competitors get cited and you don't
Writes FAQ/HowTo schema specs for the pages most likely to recover citations
Outputs: Question Bank · AEO Questions · Content Calendar
Both agents share one Visibility Plan record and coordinate through a joint Sitemap Recommendations tab.

What the output looks like
After running on WebFluence Digital's own site in April 2026, the squad produced:

8 keyword targets with intent, KD, volume, and target page mapped
8 AEO questions sourced from PAA, AnswerThePublic, and Reddit
10 sitemap recommendations (the site needed to go from 1 page to 10 to compete)
8 technical audit issues (3 Critical, 4 High, 1 Medium)
12 content calendar entries in a 90-day cadence
A branded PDF deliverable
All written into Airtable. Permanent. Retainer-shaped.

It's open source
The plugin is on GitHub: visibility-strategist. Fork it, rebrand the PDF template, swap in your own niche knowledge. PRs welcome especially for non-Dublin, non-SME niche packs.

Full breakdown of how I use this in client retainers is in the [WebFluence resources section](https://webfluence.digital/#resources