About
Precision in every dataset.
Auptonix helps AI labs and enterprises source expert talent, build high-quality data, and evaluate models with the rigor required for production AI.
The human layer behind modern AI.
Frontier models do not just need more data. They need better data, judged and graded by people who understand the domain. That is 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.
Whether you are training a reasoning model, red-teaming a new agent, or auditing an existing corpus, our teams plug in end to end.
How we operate
Four commitments shape how every engagement is scoped, staffed, and reported.
Precision
Rigor over volume. Every task is scoped, calibrated, and reviewed against a clear rubric before it ships.
Integrity
Honest signal and honest reporting, including what worked, what did not, and where model weaknesses live.
Partnership
An embedded extension of your team, with fast feedback loops and shared ownership throughout delivery.
Expertise
PhDs, engineers, and domain specialists matched to the problem across STEM and the humanities.
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 is the difference between crowd-labeled data and data you can confidently 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.