Your de-identified report just got centuries smarter.
Health systems already produce de-identified reports on data quality and completeness. Civilizations puts as much intelligence as you want inside the computation that generates that report: on your hardware, behind your walls, where no human eye sees PHI. The report is still the only thing that leaves. There is simply a civilization of AI researchers inside the process that writes it, doing the equivalent of hundreds of years of work. And once it clears the gates, we study 10,000 potential buyers and pitch your results to each one in their own language.
Turn up the intelligence. The privacy contract never moves.
Slide from basic statistics to a full civilization of AI researchers. Watch what changes, and what never does.
- Nothing leaves your walls except the report.
- Two de-identification gates and a named human signature on every exit.
- Humans who see PHI: zero. Including ours. Especially ours.
Descriptive statistics
counts, nulls, distributions · wall-clock: minutes · humans who see PHI: 0
Start from the report you already produce
Nothing about the legal shape of your world changes. We change what happens inside it.
The report
Health systems and HIEs routinely generate reports on data quality and completeness: coverage, gaps, consistency across sites. De-identified, these move freely and drive real decisions today.
The rule
What makes them shareable is the exit discipline: expert determination that the output carries no more than a negligible re-identification risk, signed by an accountable person.
The insight
That rule constrains what leaves. It says nothing about how much thinking happens inside. So we put the thinking inside: from simple profiling to a full research civilization, the exit contract is identical.
No human eye sees PHI.
Your records never move. Our civilizations travel to them: compiled agent societies, open-weight models and harnesses, installed inside your container on your hardware. They read, reason, replicate findings and argue with each other for the equivalent of decades. Then everything they produced queues at the only door out: expert determination with risk mitigation, a traditional de-identification pass, and a named human signature. What steps through the door is a report. What stays behind is everything else.
Seven stations from question to compounding knowledge
Blue runs in the open. Navy runs sealed inside your walls. The gradient is the airlock.
Start
Your research objective, and a description of the data. The description travels. The data never does.
Public civilizations
Consensus, world models and tooling built in the open, with an editable plan and budget.
Design the run
Outputs, sovereign open-weight models, hardware (yours or ours), and a time and cost estimate per quality tier.
Confirm structure
A profiling civilization measures quality and completeness inside. Assumptions become measurements.
Run offline
Synthetic simulation, sample, then the full run. Fully offline. Signed, content-free progress events only.
De-identify & release
Two gates in series, a residual-risk threshold, and a named signature. The only door out.
Compound & distribute
World models, hypotheses and protocols grow with every project, and your results go out pre-pitched to 10,000 studied buyers.
Still reports. Just unreasonably good ones.
Structure & completeness
The de-identified profile of your dataset: what is there, in what shape, at what quality, measured not assumed.
Research reports
Findings with evidence levels, replication notes and the reasoning trail, certified through a seven-level pyramid.
AHR improvements & alerts
Records from your exchange enriched into Agentic Health Records, with the alert logic that falls out of them.
World models & protocols
Versioned models of your domain plus a growing database of hypotheses and experiment protocols.
We study 10,000 buyers. Your results arrive pre-pitched.
Research nobody hears about changes nothing. So once your report clears the airlock, a distribution civilization goes to work on the demand side: it studies ten thousand potential buyers across pharma, government, payers and academia, builds a research profile for each, and writes the value proposition of your results in that buyer's own language, priorities and evidence standards. You approve every route. Governance clears every contact.
Simulated demo pitches · one result, ten thousand framings · every route requires governance clearance and your signed approval before any contact.
See matching run live →Rules a network engineer can verify
Data never moves
The cloud schema has no column for record content, anywhere. The worst possible breach leaks plans and budgets, never patients.
One door out
The sealed appliance can reach exactly one host: the clearance endpoint. Every other route times out at the network layer.
Every exit signed
Released artefacts travel in signed envelopes listing the gates they passed, the residual risk, and the human accountable.
Telemetry without content
While a civilization runs, the only thing that leaves is an enum: stage, status, signature. Never free text.