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ChatGPT Explained: How OpenAI’s AI Tool Changed From GPT-3.5 to Custom GPTs

Chatgpt Explained: OpenAI announced ChatGPT on November 30, 2022, introducing a conversational AI service built on the GPT-3.5 language model. The service quickly moved from a technical demonstration to a…

October 1, 2026
5 min read

Chatgpt Explained: OpenAI announced ChatGPT on November 30, 2022, introducing a conversational AI service built on the GPT-3.5 language model. The service quickly moved from a technical demonstration to a mainstream tool, with OpenAI reportedly based in San Francisco, California, and ChatGPT reportedly reaching 100 million active users in January 2023.

OpenAI launched the custom GPT Store on January 10, 2024, marking the shift from one general chatbot to a platform for specialised AI assistants. Some background figures, including the headquarters detail and user milestone, remain identified as unconfirmed in the available records. The broader product timeline is clear, however: ChatGPT began as a text interface and became an ecosystem for writing, research, coding, and task-specific assistants.

Before ChatGPT: AI Tools Were Narrower and Less Accessible

Before ChatGPT, most people encountered AI through recommendation systems, voice assistants, autocomplete, translation tools, or customer-service bots. These systems could perform defined tasks, but they generally did not offer one interface for drafting an email, explaining a science concept, rewriting code, and continuing a conversation.

Large language models existed before ChatGPT, yet access was often aimed at developers and researchers. The original ChatGPT launch changed that entry point by placing a GPT-3.5-powered conversation window in front of ordinary users. Our earlier coverage, OpenAI Launches ChatGPT, sits within that transition from specialist software to consumer-facing AI. The important distinction is that ChatGPT does not retrieve thoughts from a hidden database. It generates text by predicting likely sequences based on patterns learned during training, which allows it to produce fluent answers without guaranteeing that every answer is correct. For more detail, see OpenAI Blog.

The Catalyst: GPT-4, Mobile Access, and the GPT Store

OpenAI released GPT-4 to the public on March 14, 2023. That release gave ChatGPT a more capable model option, while the iOS version was released on May 18, 2023, placing the service inside a familiar mobile-app experience. Microsoft invested $10 billion into OpenAI in January 2023, adding major commercial weight to the partnership around generative AI.

The investment did not turn ChatGPT into a search engine or an independent authority, but it helped place OpenAI at the centre of a rapidly expanding software market. The GPT Store widened the product’s purpose again. Instead of asking one general assistant to handle every task, users could access custom GPTs configured around specific instructions, knowledge, or workflows. What changed was not just model capability; it was the distribution model for AI assistance.

Key shift: ChatGPT moved from a single GPT-3.5 conversation interface into a broader platform spanning newer models, mobile access, and custom GPTs.

After ChatGPT: One Interface, Many AI Workflows

Modern ChatGPT is best understood as a flexible interface rather than a single capability. Its usefulness depends on the model available, the quality of the prompt, the information supplied by the user, and the safeguards applied to the task. A student might request a simpler explanation of a historical event, while a developer might ask for code documentation or debugging help.

A business user could use it to draft meeting notes, but the output still requires checking because fluent language can hide incorrect assumptions. That limitation separates assistance from authority. ChatGPT can accelerate a first draft or help organise ideas, but users should verify medical, legal, financial, academic, and current-event claims before acting on them. The service’s popularity does not remove the need for human judgement.

ChatGPT Before and After: Side-by-Side Comparison

AreaBefore ChatGPTAfter ChatGPT
Main accessSpecialist tools and narrow assistantsA public conversational interface
Initial modelNo single mainstream ChatGPT interfaceGPT-3.5 at the November 2022 launch
Model progressionLimited consumer awareness of language modelsGPT-4 became public on March 14, 2023
Device accessMostly web and task-specific softwareWeb access followed by iOS on May 18, 2023
CustomisationDeveloper-led configurationCustom GPTs and the GPT Store from January 10, 2024

What ChatGPT Means for New Users

If you want drafting, brainstorming, explanations, or coding support, pick ChatGPT as a general-purpose assistant, but verify important outputs. If you need a specialised workflow, pick a custom GPT that matches the task and inspect its instructions before trusting the result. For more detail, see VentureBeat AI.

If you need current information, treat ChatGPT as a starting point rather than a final source. The next stage of AI tools will depend less on whether a chatbot can write a paragraph and more on whether it can use reliable data, show its work, and complete useful tasks safely. ChatGPT made AI easier to approach; the next challenge is learning when its confidence deserves your trust.


FAQs

What is ChatGPT?

ChatGPT is a conversational AI service from OpenAI that generates responses from user prompts using large language models.

Which model powered the original ChatGPT?

The original ChatGPT launch was based on the GPT-3.5 language model.

When did OpenAI release GPT-4?

OpenAI released GPT-4 to the public on March 14, 2023.

What is the GPT Store?

The GPT Store is OpenAI’s marketplace for custom GPTs, launched on January 10, 2024.

Can ChatGPT always be trusted?

No. ChatGPT can produce inaccurate information, so users should verify important claims with dependable sources.

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