GEO · 生成エンジン最適化 · 自律型エージェント

AI GEO Content Optimizer

An autonomous AI agent that audits your existing content for AI answer engine citability, rewrites articles to be citation-ready for ChatGPT, Perplexity, and Google AI Overviews, and reports which pieces drove AI citations every week.

GEO最適化を始める
連携: wordpress · search console · ahrefs · semrush · google analytics · slack
live · ask geo content optimizer
ai-geo-content-optimizer
Run geo content optimizer for this week and show me the output. you · just now
G AI GEO Content Optimizer · thinking · 3 tool calls · 1.4s
  • Identify high-traffic articles AI engines aren't yet citing
  • Rewrite leads to be self-contained, quotable factual answers
  • Add FAQPage / HowTo / Article schema where applicable
GEO Content Optimizer — this week's run
draft · seo · ready for review
ready
Highlights
  • Pulled the week's signals — kept the ones worth your attention
  • Drafted in your voice, sources cited inline
  • Posted to your review queue with one-click approval
Next
  • Schedules itself for the same time next week
  • Learns from every edit you make
▸ awaiting your approval · publish · edit · discard
実際の動作を見る

引用されないコンテンツからAI参照ソースまで、ステップバイステップ。

One real example showing exactly what happens when you give the agent a task.

1 YOUR PROMPT
JO
James Okoro
Head of Content · DataStack.io
Make our top 20 blog posts citable by ChatGPT and Perplexity. Focus on the ones that already rank but never show up in AI answers.
just now
2 AGENT AT WORK running
Search Console Pulling top 20 posts by impressions and position
20 posts · avg position 6.2 · 14 on page 1
Web Search Checking which posts are cited in ChatGPT/Perplexity for target queries
3 of 20 currently cited · 17 have zero AI citations
LLM Analysis Scoring each post on GEO citability factors
avg score 34/100 · main gaps: vague leads, no numbers, missing Q&A
LLM Draft Rewriting leads with citation-first structure and numerical specifics
20 leads rewritten · avg citability score now 78/100
LLM Draft Adding direct Q&A blocks and schema markup to each post
20 FAQ sections added · schema ready for each
WordPress Applying rewrites to WordPress posts
20 posts updated · original versions preserved as revisions
Slack Posting weekly citation tracking report to #content
report sent · 3 new citations detected in week 1
3 THE OUTPUT ready for review
GEO Optimization Report generated just now

GEO Optimization Complete — 20 Posts Rewritten for AI Citability

GEO Audit Report · DataStack.io · 20 posts audited · citability optimized

Posts audited: 20 (top traffic articles)

Pre-optimization citability score: 34/100 average

Post-optimization citability score: 78/100 average

Key changes applied to each post:

- Citation-first lead paragraph with specific numbers and claims

- Direct Q&A block answering the primary search query in 2-3 sentences

- Numerical specifics replacing vague language ('significantly' became '47%')

- FAQ schema markup for structured data

Week 1 results: 3 posts now cited by ChatGPT (up from 0 of the 17 uncited)

Next audit: scheduled for Monday with updated citation tracking.

▸ apply rewrites · edit · regenerate
常時最適化

AIエンジンの進化に合わせて、コンテンツを引用可能な状態に保ちます。

The agent picks up optimization tasks the moment they land — scoring citability, rewriting leads, adding schema, and tracking citations — all visible on the kanban. You wake up to content that AI engines actually reference.

app.flowhunt.io/ai-projects/projects/ai-geo-content-optimizer/issues
ライブ
GEO Content Optimizer · marketing-workspace

Issue

実行中
未着手 0
進行中 0
完了 0
稼働中のエージェント
3 / 5
本日出荷
8
サイクルタイム
2h 14m
自動解決
62%
仕組み

見えないから引用されるまで3ステップ。

Most users have their first batch of posts rewritten within thirty minutes.

01
CMSとデータソースを接続します。
Link your WordPress site (or any CMS), then connect Search Console for ranking data and your preferred analytics tool. The agent also has real-time internet access to check whether your content currently appears in AI answer engine responses for your target queries.
新規プロジェクト
Optimize top 50 posts for AI citability.
WordPressSearch ConsoleCitation tracking
下書きを保存 エージェントを開始 →
02
引用可能性監査を確認し、書き換えを承認します。
The agent scores every post on GEO citability factors — lead structure, numerical specificity, Q&A blocks, schema markup — and drafts rewrites for the weak spots. Everything queues for your approval with before/after comparisons. The agent preserves your author's voice and thesis.
Optimization pipeline
Scoring
'ETL best practices'
'Data pipeline guide'
レビュー
'API design patterns' · rewrite ready
Applied
'SQL optimization tips'
'NoSQL vs SQL'
03
書き換えが公開。エージェントがAI引用を追跡します。
Approved rewrites are applied to your CMS with original versions preserved. The agent then monitors whether your optimized posts appear in ChatGPT, Perplexity, and Google AI Overview responses. Weekly reports show which posts got cited and which need more work.
This week's results
Optimized
20 posts rewritten
Cited
7 now in AI answers
Next batch
15 posts queued
効果の理由

コンテンツが引用されるように構築されると何が変わるか。

01

Your content becomes the source AI engines quote.

Most content ranks on Google but never gets cited by ChatGPT or Perplexity because it is written for humans browsing, not for AI engines extracting answers. The agent rewrites leads, adds numerical specifics, and structures Q&A blocks so AI engines can extract and cite your content directly.

02

Existing traffic becomes AI traffic without new articles.

You do not need to write new content. The agent optimizes what you already have — the posts that already rank. Citation-first rewrites mean your existing traffic base starts generating AI answer engine referrals on top of organic clicks.

03

Weekly citation reports show what AI engines actually reference.

Most teams have no idea which of their pages AI engines cite. The agent monitors ChatGPT, Perplexity, and Google AI Overviews for your target queries and reports weekly — so you know exactly which content is working in the GEO channel and which needs more attention.

機能

引用可能性監査から追跡済みAI引用まで、すべて対応。

Six capabilities that turn your existing content library into a source AI answer engines reference.

GEO citability scoring
Scores every post on the factors that determine whether AI engines cite it — lead structure, numerical specificity, claim clarity, Q&A presence, and schema markup. Prioritizes the posts with the highest gap between ranking and citability.
Citation-first lead rewrites
Rewrites the opening paragraph of each post to state the core claim with specific numbers in the first two sentences. This is the format ChatGPT and Perplexity extract when generating answers — vague leads get skipped.
Direct Q&A block insertion
Adds a concise Q&A section answering the primary search query in 2-3 sentences. Formatted for both featured snippet eligibility and AI engine extraction. Includes FAQ schema markup for structured data.
Numerical specificity upgrades
Replaces vague language across each post — 'significantly improved' becomes '47% improvement', 'many companies' becomes '68% of surveyed companies'. AI engines prioritize content with concrete, extractable data points.
Voice and thesis preservation
Every rewrite preserves the original author's voice, argument, and conclusions. The agent optimizes structure and specificity — it does not change what you are saying, only how clearly AI engines can extract it.
Weekly AI citation tracking
Monitors whether your optimized posts appear in ChatGPT, Perplexity, and Google AI Overview responses for your target queries. Weekly digest shows new citations, lost citations, and which posts to prioritize next.
内部構造

本格的なエージェントインフラ上に構築。

The GEO Content Optimizer runs on the same platform that powers 120+ autonomous agents. Open it in the visual editor and customize anything.

  • ビジュアルフローエディター. Every agent is a flow you can open and customize — swap the AI model, add tools, wire in knowledge sources. No code required.
  • ナレッジソースとRAG. Connect your style guide, brand voice docs, or content strategy. The agent retrieves context before every rewrite to preserve your tone.
  • 永続メモリ. Episodic, long-term, and shared memory. The agent remembers which rewrites drove citations, which edits you made, and what voice patterns to preserve.
  • マルチエージェントチーム. Stack the GEO optimizer under a Supervisor alongside keyword research, content writing, and analytics agents. They share memory and hand work to each other.
flowhunt · geo-content-optimizer · flow
AGENT
GEO Content Optimizer
A
Audit
▸ 引用可能性をスコアリング
R
Rewrite
▸ リードを最適化
T
Track
▸ 引用をモニタリング
接続ツール
wordpress google.search-console ahrefs google.analytics slack web.search
メモリ · 956イベント
対象ユーザー

すでにランキングしているがAIエンジンには見えないチーム向け。

If your content ranks on page 1 of Google but never gets cited when someone asks ChatGPT the same question — this is for you.

CONTENT
コンテンツチーム
You have hundreds of published articles. Some rank well. Almost none get cited by AI engines. The agent scores, rewrites, and tracks citability across your entire library — without rewriting your editorial voice.
SEO
GEOに注力するSEOチーム
Traditional SEO got you to page 1. GEO gets you into the AI answer box. The agent handles the structural rewrites — citation-first leads, Q&A blocks, numerical specifics — that make the difference between ranking and being cited.
B2B
B2B企業
When a prospect asks ChatGPT 'what is the best tool for X', you want your content cited. The agent optimizes your comparison pages, feature guides, and thought leadership to be the source AI engines reference.
PUBLISH
出版社＆メディア
AI engines are the new distribution channel. The agent ensures your articles are structured for AI extraction — so your journalism gets cited as the authoritative source, not paraphrased without attribution.
SAAS
SaaSドキュメントチーム
Your docs and guides are already the authoritative source. The agent restructures them so AI engines cite your documentation when users ask how-to questions — driving traffic back to your product.
AGENCY
SEO＆コンテンツエージェンシー
Add GEO optimization as a service. Run the agent across multiple client content libraries, each with its own voice profile and citation tracking. Scale your offering without hiring GEO specialists.
相性の良いエージェント

コンテンツチームの他のエージェントと組み合わせ。

Stack agents under a Supervisor and let them hand work to each other — your GEO optimizer can receive new articles from the content writer agent and pass citation data to the analytics agent.

SEO
AI Shopify Product SEO Optimizer
オーガニック検索向けに商品ページを監査・書き換えます。
エージェントを見る
SEO
AI Shopify Content Engine
ブランドの声で Shopify のブログ記事を毎日公開します。
エージェントを見る
SEO
AI Wix SEO Optimizer
Wix のページをスケジュールに沿ってクロール・監査・修正します。
エージェントを見る

最初のGEO監査、数分で配信。

Start free. Connect your CMS, point the agent at your top posts, and see your citability scores. No credit card required — cancel anytime.

GEO最適化を始める 営業に相談する

よくある質問

What is GEO (Generative Engine Optimization)?
GEO is the practice of optimizing your content so AI answer engines — ChatGPT, Perplexity, Google AI Overviews — cite it when users ask questions. Unlike traditional SEO which focuses on ranking in blue links, GEO focuses on being the source AI engines extract and reference in their generated answers.
How is GEO different from regular SEO?
SEO gets you on page 1 of Google. GEO gets you cited in AI-generated answers. The structural requirements are different — AI engines prefer citation-first leads with specific numbers, direct Q&A blocks, and clear claims. Content that ranks well in traditional search often has vague introductions and narrative structure that AI engines skip over.
Does the agent rewrite my entire article?
No. The agent makes targeted structural changes — rewriting the lead paragraph for citation-first clarity, adding Q&A blocks, replacing vague language with numerical specifics, and adding schema markup. Your author's voice, thesis, and argument structure are preserved. Think of it as an editor optimizing for a new distribution channel, not a ghostwriter replacing your work.
How does the agent track AI citations?
The agent queries ChatGPT, Perplexity, and monitors Google AI Overviews for your target search queries on a weekly schedule. It checks whether your content appears as a cited source in the generated answers and reports new citations, lost citations, and which posts to prioritize for further optimization.
Does it work with CMS platforms other than WordPress?
Yes. The agent works with any CMS — WordPress, Webflow, Shopify, Ghost, or custom systems. The core capability is content analysis and rewriting. For WordPress the agent can apply changes directly. For other platforms it delivers rewrites for your team to apply, or you can connect your CMS via FlowHunt's integration system.
Can I customize or extend the agent?
Yes. Every pre-built agent can be opened in FlowHunt's visual flow editor. You can swap the underlying AI model, add or remove tools, connect additional knowledge sources, adjust the citability scoring criteria, or wire it into a multi-agent team with a Supervisor. No coding required.
How much does the GEO Content Optimizer cost?
FlowHunt uses a simple credit-based pricing model — each credit is worth about one dollar. Auditing and rewriting a batch of 20 posts typically uses 5-12 credits depending on article length and optimization depth. Weekly citation tracking uses about 1-2 credits per run. You can try it free with trial credits.
How quickly will I see results?
Citation changes can appear within days of publishing rewrites, since AI engines re-index content frequently. Most users see their first new AI citations within 1-2 weeks. The agent tracks progress weekly so you can see the trend clearly. Traditional SEO improvements from the structural changes typically take 2-4 weeks.