---
title: "Comment by Akshay Gupta on \"Choosing the Right OpenAI Model and Reasoning Level\" | Hashnode"
description: "All I want to know is how these models are helping the enterprises... because from where I am seeing it from, the adoption in enterprise is still in phases and"
url: "https://hashnode.com/posts/choosing-the-right-openai-model-and-reasoning-level/6abf0d0682c3fdfa1bc9ab22/comment/6abf8fc7630bbc28eddd69c1"
---

[Discussion](https://hashnode.com/posts/choosing-the-right-openai-model-and-reasoning-level/6abf0d0682c3fdfa1bc9ab22)

Comment [Choosing the Right OpenAI Model and Reasoning Level](https://hashnode.com/posts/choosing-the-right-openai-model-and-reasoning-level/6abf0d0682c3fdfa1bc9ab22)

[Akshay Gupta](https://hashnode.com/@akshay-gupta)

[Oct 2](https://hashnode.com/posts/choosing-the-right-openai-model-and-reasoning-level/6abf0d0682c3fdfa1bc9ab22/comment/6abf8fc7630bbc28eddd69c1)

All I want to know is how these models are helping the enterprises... because from where I am seeing it from, the adoption in enterprise is still in phases and there is a huge deployment gap.

The use cases enterprises are building (or trying to build) can currently be done easily with the previous-generation models.

[Gary Stafford](https://hashnode.com/@garystafford)

[Oct 2](https://hashnode.com/posts/choosing-the-right-openai-model-and-reasoning-level/6abf0d0682c3fdfa1bc9ab22/comment/6abf8fc7630bbc28eddd69c1#reply-6abf9c068d61b76f1d4c4c6c)

I agree with your observations, especially on the deployment gap. Many enterprise use cases can be served well by previous-generation models. The question is whether a newer model delivers a measurable improvement that justifies adopting it.

This demonstration uses one newer model family and a specific mix of hypothetical complex tasks, but the evaluation approach applies across use cases, domains, and model generations. The goal is to choose what meets your requirements, not automatically choose what’s newest.

Adoption also varies widely, both across organizations and within them. In my experience, platforms like X and LinkedIn tend to amplify the cutting edge; enterprise teams are often focused on integration, governance, reliability, and proving business value. Those challenges don’t disappear with a better model.