The Nuanced Perspective

The Nuanced Perspective

AI Field Notes

How to Choose the Right AI Models For Your Use-Case?

Enterprise AI Field Notes by ​Aish​ & ​Kiriti​

Aishwarya Naresh Reganti's avatar
Kiriti Badam's avatar
Aishwarya Naresh Reganti
and
Kiriti Badam
Aug 07, 2025
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If we had a dollar for every time someone asked this question, and every time someone answered it in a one-dimensional way, we’d have enough to train our own foundation model.

Trying to find the “best” model isn’t a single-slider decision. It never is. The choice is rarely clean. In practice, it’s multi-dimensional, and you’ll have to revisit it multiple times throughout the product lifecycle. Let’s say you have all these options on a popular AI model leaderboard like LMArena, how do you choose?

We break it down into three dimensions, with a few levers in each.

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Kiriti Badam's avatar
A guest post by
Kiriti Badam
Member of technical staff at OpenAI with 10+ years in AI infrastructure, large-scale compute, and data systems. Previously founding engineer at Kumo.ai (Forbes AI 50), Google, Databricks, Samsung.
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