AuraOne / Human Data
Expert judgment, speech, physical demonstrations, approved operating history and validated synthetic coverage—delivered with the checks and use terms that apply.
Experts create or review it, contributors capture it with consent, or source owners license permitted records of real work. Synthetic coverage is labelled and validated, never blended invisibly into recorded evidence.
The work
Expert judgment, speech, and physical tasks. Each program brings its own specialists and its own review.
Expert correctionAccepted
Model output
Product.objects.all()Corrected
Product.objects.select_related('category').prefetch_related('reviews')Fix is correct and the loading strategy is right for each relation type.
Representative specimen
Lawyers, clinicians and analysts answer hard questions and grade AI answers. A second expert checks every point.
See Expert AI QualityConcept illustration — no recorded audio
Speech recorded with consent. The permission stays with each recording.
Explore Voice AI
Concept illustration — not recorded footage
People record everyday tasks, with consent, so robots learn how real work is done.
Explore Physical AIThree separate kinds of work — expert judgment, speech, and physical tasks. An overview, not one dataset.
The quality system
We don't just find specialists. We build the quality system around their work. The data ships. The history stays useful.
When the next model cycle exposes a new failure, the record tells you what worked before and what to create next.
01
Tell us what needs judging and who is qualified to judge it.
Program brief and rights scope
02
Every expert passes a private test before paid work. The score stays on their record.
Qualification and consent record
03
Experts do the work. They can see the rubric and what they are paid.
Task, rubric, work product, and timing
04
A second reviewer checks the work. Disagreements go to an adjudicator.
Quality review and adjudication
05
Accepted work is delivered with the review record and the agreed use terms for the program.
Delivery manifest, review history, and acceptance
What you receive
Delivery includes the review history and the agreed use terms for the data.
The data
The instructions, the rubric, and the accepted work itself.
Task and work-item history
The review history
Who did the work, why they qualify, and every check, disagreement, and correction.
Contributor records and versioned review
The use terms
The use terms agreed for the program.
Delivery manifest and governing agreement
The record
Every accepted answer carries seven fields. Training data and private tests come from the same record.
record · contract-law · item 0142
rights: checked
Training data teaches your model. A private test checks it. Some accepted records are set aside as a sealed test your model never sees. Each new version is scored on the same set.
See private testsWe scope the specialists, the review, and the rights with you.