RunRL

RunRL YC Application

Spring 2025Active

RunRL went through Y Combinator in the Spring 2025 batch as a B2B company. Below: what the company does, who founded it, and its application to YC, reconstructed question by question in the real YC form.

YC batch
Spring 2025
Industry
B2BInfrastructure
Team size
2
Status
Active
Launched
2025

Founders

  • Andrew Gritsevskiy
    Andrew GritsevskiyFounder

What RunRL does

RunRL improves LLMs and AI agents with reinforcement learning. Do you have a model that needs to get better at a certain task? Are you tired of messing around with prompts? Do you spend a lot of money on observability, and wish that all this data could let your model self-improve? Well, head on over to RunRL.com, and see what we have to offer! If you give us a model, a prompt, and a reward, we’ll make your model’s reward go up.

RunRL's YC application, reconstructed

Y Combinator application

RunRL, Spring 2025 batch. The real form questions, answered from public data.

  1. Founders2
  2. Company7
  3. Progress7
  4. Idea4
  5. Equity3
  6. Curious2
  7. Batch Preference1

Company

Company name

RunRL

Describe what your company does in 50 characters or less.

Reinforcement learning as a service

What is your company going to make? Please describe your product and what it does or will do.

We built a platform that takes existing models, user-defined prompts, and reward signals, then automatically improves those models through reinforcement learning. Instead of users manually tweaking prompts or buying expensive observability tools, they use RunRL to get their AI agents or LLMs to improve on specific tasks with measurable reward increases.

Where do you live now, and where would the company be based after YC?

We live in San Francisco and RunRL is based here. After YC, the company will remain in San Francisco.

Explain your decision regarding location.

San Francisco is where we are now and where most AI infrastructure innovation happens. Staying here connects us with talent and customers in the AI and startup ecosystem without relocation disruption.

21 more answers in the full application

Founders, Progress, Idea, Equity, Curious, Batch Preference are in the full version. Create a free account to open it in YC Insights, next to every other YC batch.

Frequently Asked Questions

Is this the real RunRL YC application?

No. Y Combinator keeps submitted applications private. This is a reconstruction: the real YC form questions, answered from RunRL's public data (launch notes, founder backgrounds, product description). It shows how a company like RunRL would present itself to YC, not the text they submitted.

What YC batch was RunRL in?

RunRL was part of the Y Combinator Spring 2025 batch.

Who founded RunRL?

RunRL was founded by Andrew Gritsevskiy.

What does RunRL do?

Reinforcement learning as a service

How do I read the full reconstructed application?

Create a free Round Funded account. The full 26-answer version of RunRL's application, and every other YC batch, is in YC Insights.

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