此商機基於舊版分析管線生成,部分新欄位(痛點敘事 / GTM / MVP / 失敗原因)將在下次重新分析後展示。
本商機洞察由 AI 基於公開社群討論合成生成。我們不展示用戶原始貼文或留言原文,所有內容已經過改寫聚合。請在實際行動前自行核實。
LLM Citation Tracker & Source Analyzer (AEO SaaS)
A rank-tracking SaaS for the AI era. Users input their brand, competitors, and target keywords. The tool queries ChatGPT, Gemini, and Perplexity, tracks 'Share of Voice', and extracts the exact source URLs the LLMs used to generate their answers.
在 Reddit 檢視得分構成
差異化
社群原聲
直接影響該商機判斷的真實 Reddit 評論引用
- “We used to spend around $5k per month on Google ads.”
- “Most of the time our competitors are showing up here but not us.”
- “You can't optimize for LLMs the way you optimize for Google. There's no keyword bidding equivalent.”
- “LLMs are heavily trained on Reddit, Quora, G2, Trustpilot, industry publications”
- “There are actually AEO tools that will show you what sources the LLMs are citing for the topics you care about.”
- “If your competitors' brand names appear in 50 Reddit threads answering questions in your space and yours appears in 5, that's the gap.”
行動計畫
在寫程式之前,先驗證這個商機
建議下一步
直接做
需求訊號強烈。痛點真實、付費意願明確——啟動 MVP 開發。
落地頁文案包
基於真實 Reddit 評論整理的即用文案,可直接貼到落地頁
主標題
LLM Citation Tracker & Source Analyzer (AEO SaaS)
副標題
A rank-tracking SaaS for the AI era. Users input their brand, competitors, and target keywords. The tool queries ChatGPT, Gemini, and Perplexity, tracks 'Share of Voice', and extracts the exact source URLs the LLMs used to generate their answers.
目標使用者
適合:B2B marketers, SEO agencies, and business owners who previously relied heavily on Google Ads.
功能列表
✓ Automated daily querying of target keywords across major LLMs ✓ Brand vs. Competitor 'Share of Voice' dashboard ✓ Citation extraction: A list of all URLs the LLM referenced when recommending competitors ✓ Historical tracking of AI visibility over time
使用者原聲
“We used to spend around $5k per month on Google ads.”— Reddit 使用者,r/r/Entrepreneur
“Most of the time our competitors are showing up here but not us.”— Reddit 使用者,r/r/Entrepreneur
“You can't optimize for LLMs the way you optimize for Google. There's no keyword bidding equivalent.”— Reddit 使用者,r/r/Entrepreneur
“LLMs are heavily trained on Reddit, Quora, G2, Trustpilot, industry publications”— Reddit 使用者,r/r/Entrepreneur
“There are actually AEO tools that will show you what sources the LLMs are citing for the topics you care about.”— Reddit 使用者,r/r/Entrepreneur
“If your competitors' brand names appear in 50 Reddit threads answering questions in your space and yours appears in 5, that's the gap.”— Reddit 使用者,r/r/Entrepreneur
去哪裡驗證
把落地頁連結發布到 r/r/Entrepreneur——這裡就是這些痛點被發現的地方。