“As a skilled SEO and expert copywriter with fluent English proficiency, I present to you alternative options to Github Copilot and ChatGPT.”

Top AI Coding Tools as Alternatives to Copilot

As AI coding tools continue to evolve, GitHub Copilot is not the only option in the market. There are several promising alternatives that developers can check out. In this article, we explore some of the most popular options, with a focus on self-hosting capabilities.

ChatGPT Alternatives

While ChatGPT is a popular AI coding tool, there are a few concerns around its privacy policy. By default, it trains its model using user inputs via the web interface, which can lead to confidential data leaks. However, there are some ChatGPT alternatives that do not “leak” data, giving developers more privacy and security.

OpenAI APIs

OpenAI APIs are a popular alternative, which uses a wrapper to avoid transmitting data through the web interface. These APIs allow developers to train models using data provided by their organization, which is critical to maximize their usefulness for staff.

Azure OpenAI Service

Another popular AI coding tool is the Azure OpenAI service, which allows developers to fine-tune models with their company data and hyperparameters. This tool is especially useful for large-scale AI model training in a secure environment.

MosaicML

MosaicML is a tool that allows developers to train large AI models with their company data. It works by connecting to your AWS S3 bucket and training the models in a secure environment.

Glean

Glean is another promising alternative, which uses deep learning-based large language models (LLM) to provide AI-powered workplace search across all of your company’s apps. With the help of Glean, developers can search for any information they need quickly and efficiently.

Aleph Alpha

Aleph Alpha is a European AI technology company that has open-sourced its code base and does not use customer data to train models. As an alternative to centralized LLM providers, this approach could be prudent for businesses conscious about not passing sensitive and proprietary data to vendors.

Cohere

Cohere offers a set of LLMs to generate text, summarize it, classify, and retrieve content from your document set. This tool is especially useful for developers who need help generating content and summarizing information quickly and efficiently.

Writer

Writer is a generative AI platform that trains on your company’s data, and it’s another alternative to centralized LLM providers. This tool works by learning from your existing data to provide high-quality, accurate text generation capabilities.

Building Your Own AI Models

For businesses that are sensitive about not passing sensitive and proprietary data to vendors, building their own AI models could be a more prudent approach. DataBricks created Dolly, a cheap-to-build LLM that works decently compared to ChatGPT, and they also open-sourced 15,000 records of training data. The advantage of building your own model is that it provides better control and privacy, and it can be more cost-effective in the long run.

Buy, Build, or Self-Host?

As LLMs continue to grow in popularity, the question of whether to buy, build or self-host becomes more relevant. While using a vendor’s LLM has tremendous benefits, it also comes with some risks, particularly around data privacy and security. Building a new LLM in-house or self-hosting one gives businesses complete control over their data, but it requires significant investment.

Conclusion

ChatGPT alternatives offer developers a range of new AI coding tools to explore. While there is no one-size-fits-all approach to building an LLM, businesses should weigh the pros and cons of each option before making a final decision. The future of AI coding tools is exciting and full of possibilities, and developers can be at the forefront of this innovative technology.