The complete AI system for universities.
AI that runs securely in your lab, with no token caps.
An AI agent that works where your research lives.
GEM is built into VaultOS. It takes on the weeks of coding, sorting and analysis so your team can get to the findings.
Code the 4,200 open-ended responses from Wave 3 of our first-gen student panel by theme, and flag any that could identify a participant.
Read 4,200 responses, coded by theme, flagged 17 for privacy
4,200 responses coded. Four themes stand out. 17 responses mention a name or hometown and are flagged for review.
| THEME | RESPONSES | VS WAVE 2 |
|---|---|---|
| Financial pressure | 1,412 | +4% |
| Finding a mentor | 986 | +11% |
| Belonging on campus | 874 | +7% |
| Course load | 611 | -3% |
Link the state wage records to our graduate cohort under the data use agreement and estimate median earnings five years out by field.
Matched 18,600 graduates, linked wage records, computed medians by field
18,600 graduates matched to wage records. Computer science and engineering earn the most five years out.
| FIELD | GRADUATES | MEDIAN EARNINGS |
|---|---|---|
| Computer science | 1,780 | $91,500 |
| Engineering | 2,140 | $84,200 |
| Humanities | 2,060 | $49,300 |
| Education | 1,320 | $46,800 |
Review last month's hypersonic wind tunnel runs and flag any that drift from the March baseline.
Loaded 212 runs, compared to March baseline, flagged 4 runs
212 runs reviewed. Four drift from the March baseline, all above Mach 6.
| RUN | SPEED | FINDING |
|---|---|---|
| Run 0418 | Mach 6.2 | Pressure spike at 4.1s |
| Run 0431 | Mach 7.0 | Heat flux 18% high |
| Run 0447 | Mach 6.8 | Pressure spike at 3.6s |
| Run 0452 | Mach 6.4 | Sensor 12 dropout |
Fine-tune our model on the lab's 10 years of protein folding notes.
Prepared 18,400 notes, started training job, tracking loss
18,400 notes prepared. Training is on epoch 2 of 3 and loss is still falling.
Bigger questions, same budget.
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HUMAN SUBJECTS Coded
Wave 3 survey, 4,200 responses
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DATA USE AGREEMENT Matched
State wage records, 18,600 graduates
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EXPORT CONTROLLED Reviewed
Wind tunnel runs, Mach 6 to 7
Bring AI to your protected datasets.
Your lab's whole archive, one question away.
$0
in token charges across 38 fine-tuning runs
Rerun experiments without counting tokens.
One system for the whole lab.
Better on campus than in the cloud.
- Data stays on the campus network.
- Runs fully offline when needed.
- Every new file is checked first.
- Add a Cube when another lab joins.
Common questions.
Yes. Each lab gets its own access, and an Alpha Cube serves up to 600 people. Compare models
It's a fixed cost you can plan for. Costs don't climb with how much your team runs, so you won't run short mid-grant.
Yes. Train on your lab's data and the model stays yours to publish with.
Yes. Classes can run on the same Cube, with access keeping course work apart from research.
Yes. It can run fully offline for work that can't touch the internet.
Have another question? Get in touch
Unlimited AI for your university's research.
Find the Alpha Cube that fits your lab.
