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Transparent Vision AI Middleware API
A B2B API that pre-processes images for safety but injects explicit metadata (e.g., 'Face blurred for privacy') into the LLM prompt. This prevents the LLM from hallucinating bizarre artifacts like 'white and creamy liquid' when analyzing censored images.
為什麼這很重要
A B2B API that pre-processes images for safety but injects explicit metadata (e.g., 'Face blurred for privacy') into the LLM prompt. This prevents the LLM from hallucinating bizarre artifacts like 'white and creamy liquid' when analyzing censored images.
- · 專為 Enterprise AI developers, prompt engineers, and companies building vision-based applications 打造。
- · 最可能的變現方式：API usage-based pricing (per 1k images)。
得分構成
市場信號
差異化
行動計畫
在寫程式之前，先驗證這個商機
建議下一步
先驗證
訊號不錯但需要確認。先做一個落地頁收集 Email 訂閱，再決定是否開發。
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
Transparent Vision AI Middleware API
副標題
A B2B API that pre-processes images for safety but injects explicit metadata (e.g., 'Face blurred for privacy') into the LLM prompt. This prevents the LLM from hallucinating bizarre artifacts like 'white and creamy liquid' when analyzing censored images.
目標使用者
適合：Enterprise AI developers, prompt engineers, and companies building vision-based applications
功能列表
✓ Context-aware censorship metadata injection ✓ Visual debugger to see the exact image fed to the LLM ✓ Customizable guardrail strictness
去哪裡驗證
把落地頁連結發布到 r/r/ChatGPT——這裡就是這些痛點被發現的地方。
社群原聲
直接影響該商機判斷的真實 Reddit 評論引用
- “misreads everything as corrupt, visually glitchy, etc, and the most annoying part is it keeps acting like nothing is wrong”
- “My ChatGPT has been responding to the wrong image for over 12 hours.”
- “I have found that chatgpt has lost the ability to read images.”
- “There is a complete mismatch going on with input image and the image being recieved. No censorship, just a different image”
- “the platform doesn’t show you the censored form of them image, so you get this eerie “are we even talking about the same image?” effect.”
- “denied it because 'the prompt may violate our guardrails around nudity, sexuality, or erotic content.' ChatGPT is fucking broken.”
- “apparently her features are completely obscured because she’s covered in something “white and creamy””
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