Confluence Labs YC Application

Winter 2026Active

Confluence Labs went through Y Combinator in the Winter 2026 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: Winter 2026
Industry: B2B
Team size: 2
Status: Active
Launched: 2026

Founders

Brent BurdickFounder
Niranjan BaskaranFounder

What Confluence Labs does

While modern AI excels in any area you can collect a lot of data for, it struggles in areas where data is sparse or costly to attain. Designing new molecules, discovering new physics, and engineering new materials are all domains where collecting data is extremely costly. We dream of a world where AI accelerates research in all of these domains and creates a more abundant future for humanity, but the current technology is not there. That’s why we started Confluence Labs. We are building AI that can design highly effective experiments in data-sparse domains and learn maximally from the data it already has.

Confluence Labs's YC application, reconstructed

Y Combinator application

Confluence Labs, Winter 2026 batch. The real form questions, answered from public data.

Founders2
Company7
Progress7
Idea4
Equity3
Curious2
Batch Preference1

Company

Company name

Confluence Labs

Describe what your company does in 50 characters or less.

AI models that learn from experience

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

We are building AI models that design experiments and learn from data in domains where information is sparse and expensive to collect. Our product helps researchers in areas like molecular design, materials engineering, and physics accelerate discovery by making smarter use of small datasets through iterative learning.

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

We live in San Francisco, and the company will remain based here after YC.

Explain your decision regarding location.

San Francisco has a strong pool of technical talent and potential early customers in AI and scientific research, which aligns with our product and market.

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.

See full application

Frequently Asked Questions

Is this the real Confluence Labs YC application?

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