A review of OpenAI's GPT Store finds many GPTs offer bizarre services, potentially infringe on copyright laws, impersonate people, jailbreak ChatGPT, and more
When OpenAI CEO Sam Altman announced GPTs, custom chatbots powered by OpenAI's generative AI models, onstage at the company's …
Context & Ripple Effects
OpenAI positioned GPTs as no-code custom versions of ChatGPT and opened a public store after users had created millions of them. The launch made third-party bots a distribution layer around OpenAI’s models, including an anticipated revenue-sharing model for creators (the no-code GPT rollout; the store’s planned creator payouts).
This review shows the governance burden created by that distribution model: a public catalog can expose users to bots whose instructions or branding push beyond platform rules, even when the underlying model is centrally operated.
First-order effects
- OpenAI faces immediate pressure to detect and remove GPTs that appear to impersonate people, facilitate jailbreaks, or raise copyright concerns, while creators of those bots risk delisting.
- Users must treat GPT Store listings as unevenly vetted rather than assuming that public availability signals legitimacy or compliance.
Second-order effects
- Stronger review and enforcement would raise the compliance burden for legitimate GPT creators and could make discovery more dependent on OpenAI’s curation.
- The findings weaken the store’s value as a trusted marketplace, particularly because custom GPTs were already showing limited share of ChatGPT desktop visits in a later traffic analysis (the early low-traffic signal).
Third-order effects
- The store illustrates a recurring platform trade-off: low-friction creation expands supply faster than a centralized operator can reliably govern behavior, identity claims, and rights compliance.
- If this pattern persists, AI-app marketplaces will compete not only on model capability and creator incentives but on credible review, attribution, and enforcement systems.
The trend: Generative-AI platforms are shifting from simply enabling creation toward governing the large, heterogeneous ecosystems that open creation produces.