Potential Issues with Custom GPT Models

Why would you bother creating custom GPTs?

Mark Craddock
Prompt Engineering

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Created using Fotor.com

Advantages of GPT Models

Ease of Creation

One of the most remarkable aspects of OpenAI’s Custom GPT models is their ease of creation, but this also creates some issues.

The user interfaces designed for these models are intuitive, allowing even those with minimal technical background to harness the power of advanced AI. This democratisation of technology has spurred innovation and creativity, enabling a diverse range of users to develop bespoke solutions tailored to their specific needs.

Utility and Applications

The utility of GPT models spans a wide array of sectors. In customer service, these AI systems are being employed to provide prompt and efficient customer interactions. Content creation has been revolutionised, with GPT models aiding in everything from writing articles to generating creative fiction. The education sector benefits from personalised learning and tutoring systems, while businesses use them for data analysis and decision-making support. This versatility underlines the immense potential and usefulness of GPT models in various industries.

Potential Issues with GPT Models

Risk of Duplication

Despite their benefits, Custom GPT models are not without challenges. A significant concern is the ease with which these models can be replicated. This accessibility, while a boon for innovation, also means that unique applications developed using GPT can be easily duplicated by others, potentially diminishing their exclusive value.

Just ask the Custom GPT for it’s instructions:

Custom GPT providing it’s instructions

There is a small bonus, we can see how the GPT Builder was pulled together. Here’s the prompt:

GPT Builder Prompt Details

Source Document Vulnerability

Another issue is the vulnerability of the source documents used in training these models. There’s a risk that these documents could be copied or misused, leading to intellectual property conflicts and ethical dilemmas about data usage and rights.

There are even bountys being offered for the source documents.

Lack of Perceived Value

The widespread availability and replicability of Custom GPT applications might lead to a perception that they lack uniqueness or proprietary value. This could pose challenges for developers seeking to monetise or protect their innovations in a market flooded with similar offerings.

Unlikelihood of Payout by OpenAI

Given the abundance and ease of duplication of Custom GPT-based applications, it’s unlikely that OpenAI would seek to pay for user-created models. This stance is understandable, considering the organisation's access to a wide array of similar technologies and the potential legal and intellectual property complexities involved.

Recently reported by the FT

OpenAi is working on GPT-5 and it requires more data. This will come from public and proprietary datasets.

Conclusion

The biggest winner for Custom GPTs is OpenAI.

  • They get your data
  • They get your prompts

OpenAI’s GPT models represent a significant leap forward in AI technology, offering tremendous benefits in terms of accessibility, ease of use, and application across diverse sectors.

However, these advantages come with their own set of challenges, including the risk of duplication, source document vulnerability, and the potential devaluation of individual creations.

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Mark Craddock
Prompt Engineering

Techie. Built VH1, G-Cloud, Unified Patent Court, UN Global Platform. Saved UK Economy £12Bn. Now building AI stuff #datascout #promptengineer #MLOps #DataOps