Burt Launches: Train and Deploy Specialized Models
"Helping teams fine tune and deploy specialized models"
TL;DR: Burt helps teams train and deploy specialized models that outperform general, closed source alternatives while being 10x faster and cheaper. If you’re building AI agents and you have LLM calls that are either too slow, too expensive, or just not good enough, give the team a shout!
Founded by Bobby Zhong & Kurt Sharma
The Problem
As good as general, closed source models are, they just aren’t built for your use case.
- The fastest models are unreliable or still not fast enough
- Your API costs are spiraling out of control
- Your agent’s just not producing high quality or reliable enough outputs.
- You have no control over a core piece of your product, leaving you with random regressions, service disruptions, and annoying rate limits
Their Solution
Burt helps teams train and deploy custom models built specifically for their domain and use case.
They help with every step of the process, from data prep and evals to training and deployment.
Using the latest post-training and inference stack they have built in house, they deliver models that outperform SOTA while being a fraction of the cost and latency.
Case Study
For one of their customers (more details coming soon!), they had a model call that saw extremely high volume and had issues with it being too slow even with gemini-3-flash.
To solve that, they built a small vision language model (VLM) that’s ~3x faster (p50) while being MORE accurate than gemini-3-flash/pro.
Now they are continuing to improve that model and closing that last 10%


Ready to Specialize?
If you’re building AI agents and either of the following apply, the team would love to help:
- You have high volume, repetitive LLM calls that you want to significantly reduce cost and latency for
- The agents you’re building just aren’t achieving the quality or reliability you need
Book a chat here or email them here.
Learn More
🌐 Visit www.trainburt.com to learn more.
✨Book a chat here or email them here.
👣 Follow Burt on LinkedIn & X.
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