About
Precision in every dataset.
Auptonix Solutions helps AI labs and enterprises procure, evaluate, and moderate the expert-graded data their models are trained and tested on.
Our mission
The human layer behind modern AI.
Frontier models don't just need more data — they need better data, judged and graded by people who actually understand the domain. That's the gap we fill.
We combine a vetted network of subject-matter experts with structured pipelines for quality assurance, model evaluation, and reasoning-trace generation, so every dataset that leaves our hands carries defensible, benchmark-grade signal.
Whether you're training a reasoning model, red-teaming a new agent, or auditing an existing corpus, our teams plug in end to end.
Our values
How we operate
Precision
Rigor over volume. Every task is scoped, calibrated, and reviewed against a clear rubric before it ships.
Integrity
Honest signal, honest reporting. We document what worked, what didn't, and where a model's weaknesses actually live.
Partnership
We work as an embedded extension of your team — not a black-box vendor. Fast feedback loops, shared ownership.
Expertise
PhDs, engineers, and domain specialists across STEM and the humanities — matched to the problem, not shoehorned in.
Our approach
Built for the standards used by leading eval suites.
Every engagement runs on the same backbone: scoped rubrics, expert calibration, multi-pass review, and transparent QA reporting. It's the difference between crowd-labeled data and data you can actually publish results against.
Domains
STEM + humanities
Formats
HLE · SWE · VQA · agentic
Rigor
Multi-pass expert review
Security
NDA-first, RBAC by default
Let's build the data layer for your next model.
Tell us about your project and we'll follow up with a tailored proposal.