Logrine
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About

Data you can audit.

Logrine is a product of MaxxLabs, an AI-native product studio based in Bengaluru, India. We build synthetic datasets and evaluation benchmarks, and we show our working.

Why Logrine exists

Generating data is easy. Trusting it is not.

Teams building with language models run into the same wall. They can produce thousands of examples in an afternoon, and then have no reliable way to tell whether those examples are good, whether they resemble real users, or whether a score on a test set means anything.

We think that gap, between generating data and trusting it, is where the real work and the real risk sit. Logrine exists to close it with measurement, documentation and human review.

What we believe

Evidence over assertion

A claim about data quality is only worth making if we can show the measurement behind it.

Real data is the reference

Synthetic data is judged by how it compares with human-labeled, real-world examples, not by how plausible it reads.

Say what we do not know

Every dataset card lists its limitations. A limitation we found and wrote down is better than one a customer finds later.

Return on investment first

If synthetic data is not the right fix for your problem, we will say so.

What we will not do

Commitments that keep the work honest.

Present synthetic data as a replacement for real data without evidence that it works for your task.
Publish results we cannot reproduce.
Hide limitations, or report a score without saying how it was measured.
Claim customers, results or certifications we do not have.
Where we are

Early-stage, with a pilot running.

Logrine is early. A pilot is in progress, human reviewers are in place, and we are taking a limited number of design partners.

MaxxLabs builds AI products one at a time, taking each to real users before starting the next. Logrine is the one we are focused on now.

Talk to us about a pilot
Logrine

Synthetic datasets and evaluation benchmarks for teams shipping LLMs and AI agents, delivered with the evidence.

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Bengaluru, India