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82score
r/ChatGPT
API usage-based pricing (per 1k images)
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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.

En hausse +300%1 canalTendance des mentions sur 30 jours: latest 0, peak 1, 30-day series
Voir sur Reddit
Découvert 12 avr. 2026

Détail du score

Intensité du problème9/10
Volonté de payer8/10
Facilité de réalisation6/10
Durabilité7/10

Signal du marché

Tendance des mentions sur 30 joursPic : 1
Sparkline: latest 0, peak 1, 30-day series
Canaux couverts
ChatGPT

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Différenciation

Notre angle
There is a massive gap for transparent AI vision processing that explicitly informs the user and the LLM about applied safety filters, as well as a gap for specialized accessibility vision tools that bypass consumer-level face-blurring.

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GTM, MVP scope, why-it-might-fail, ActionPlan Copy Kit. Free signup grants 10 detail views/month.

Sign up to unlock full deep analysis

GTM, MVP scope, why-it-might-fail, ActionPlan Copy Kit. Free signup grants 10 detail views/month.

Sign up to unlock full deep analysis

GTM, MVP scope, why-it-might-fail, ActionPlan Copy Kit. Free signup grants 10 detail views/month.

Sign up to unlock full deep analysis

GTM, MVP scope, why-it-might-fail, ActionPlan Copy Kit. Free signup grants 10 detail views/month.

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Voix de la communauté

Citations réelles de commentaires Reddit qui ont inspiré cette opportunité

  • 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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GTM, MVP scope, why-it-might-fail, ActionPlan Copy Kit. Free signup grants 10 detail views/month.