AuraOne
Domain Labs
AuraOne Domain Labs

Your field has rules.The AI should know them.

AI that does your domain's real work — and ships the proof.

Twelve labs, each purpose-built for your industry. Biology runs FASTA scoring and FDA evidence packs. Robotics captures teleoperation data in RLDS and HDF5. Finance scores risk with SR 11-7 audit trails. Every lab understands your formats, regulations, and review workflows.

AI does the work. You get the proof.

Pre-built AI agents handle your domain's analytical work. Every decision ships with evidence your reviewers will accept.

AI trained for your domain
Managed or self-serve
Your data, your weights

Biology

Your sequences need safety review before synthesis. AI scores every one. You get the regulatory evidence.

Upload FASTA or CSV. AI runs off-target scoring, pathway simulation, variant triage, and ADMET screening. Results ship with FDA/EU AI Act evidence packs.

Explore Biology

Chemistry

Your routes need hazard checks before the bench. AI ranks every option. You get audit-ready artifacts.

Paste SMILES or upload SDF. AI generates ranked retrosynthesis routes with cost, risk, and feasibility scoring. Results ship with 21 CFR Part 11 audit artifacts.

Explore Chemistry

Physics

Your simulations need validation against experiment. AI checks convergence and compares. You get the proof.

Configure particle, CFD, or quantum simulations. AI monitors convergence, compares against experimental data, and exports NERC/NRC evidence packages.

Explore Physics
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Keep the IP

Train with your data. Own the resulting model.

Every Domain Lab lets you fine-tune on your proprietary data. Export the weights. No vendor lock-in. The IP stays with you.

Your data
Stays in your environment
Your weights
Exportable at any time
Your IP
No licensing encumbrance
The loop

AI does the work. Evidence proves it.

Each lab runs AI models against your data — scoring, classifying, detecting, planning. When confidence drops, experts step in. Every decision ships with evidence. Managed or self-serve.

01
Stage 01

Upload

Drop your files — FASTA, DICOM, SMILES, GeoTIFF, LAS, CAD — in the formats you already use.

02
Stage 02

Score

Pre-built agents score every input against domain-specific rubrics. Edge cases route to experts.

03
Stage 03

Gate

Regression suites and quality gates catch drift before anything ships. Reviewer sign-off required.

04
Stage 04

Export

Export scored results with FDA, SR 11-7, ISO, or EU AI Act evidence packs your reviewers will accept.

New: Vertical Lab Bundles

Pick a domain.
AI starts working on day one.

Bundles can include templates, example datasets, evaluation suites, policy defaults, and dashboard layouts. The exact contents depend on your domain and deployment. The goal is a calm first run, not a blank canvas.

Vertical Lab Bundles
turnkey

Pick a bundle. Watch the lab wire itself: datasets, agents, policies, dashboards—one calm flow.

Bundle blueprint

Health Bundle

Provisioning

A turnkey lab bundle: datasets, baseline agents, eval suites, guardrail policies, and dashboards—prewired for regulated workflows.

Seed dataset
Golden sets + baselines
Attach policies
Cost / bias / SLO gates
Wire dashboards
Quality, spend, evidence
Ship bundle
Replay-ready & auditable
Included
wired by default
Baseline agent harness + replayable suites
Guardrails for cost, latency, and quality
Audit artifacts and evidence export hooks
Dashboards: quality, cost, compliance
API surface
GET /api/v1/labs/bundles (example)
POST /api/v1/labs/bundles/:bundleId/provision (example)
GET /api/v1/compliance/evidence?scope=health (example)
Starter datasets
seeded
Policies
policy-mapped
Dashboards
cost + quality
Tip: each bundle provisions the same way—seed data, attach guardrails, wire SLOs, then ship.
Three ways to adopt Domain Labs

Start where you are.

Start with one lab. Add specialists when edge cases show up. Bring procurement along with evidence, not promises.

Tier 1: Launch

Launch a lab with domain templates, review loops, and evidence hooks.

  • Domain templates and rubrics
  • Bring your models (API or internal)
  • Review loops with audit trails
  • Export-ready evidence packages
RECOMMENDED

Tier 2: Add Specialists

Recruit and route domain experts so edge cases get handled with context.

  • Cleo recruiting + Instant Match
  • AI Interviews with rubric scoring
  • Workforce routing + calibration
  • Escalations with evidence attached

Tier 3: Procurement Ready

Security review materials, compliance monitoring, and audit-ready exports.

  • Trust center and security docs
  • Compliance monitoring and reports
  • Retention and export controls
  • Deployment architecture review
12 Domain LabsAI does the analytical workManaged or self-serveYour data, your weights, your IP

Today vs AuraOne

Three problems. One system.

Scientists, product leads, and ops teams describe the same three problems. Domain Labs addresses each one.

AI does the real work

Today

Your team spends weeks manually reviewing, scoring, and classifying — work AI should be doing today.

With Domain Labs

Pre-built AI agents handle the analytical work across your domain. Your experts review the edge cases, not every case.

Evidence that survives audit

Today

Spreadsheets and screenshots don’t satisfy regulators or procurement.

With Domain Labs

Every AI decision ships with provenance. Export FDA, SR 11-7, ISO, or EU AI Act evidence packs on demand.

Your data. Your weights.

Today

Most platforms trap your data and the model improvements your data produced.

With Domain Labs

Run self-serve or managed. Export everything — data, model weights, evidence — in open formats. Nothing leaves your control.

AuraOne Vault

Governance built in from day one.

Every lab inherits encrypted guardrail storage, full provenance, and executive approval gates. When you export, the telemetry logs and audit trails come with you.

Product walkthrough

Four layers. One workspace.

Domain canvases, adaptive loops, expert routing, and Regression Bank. Each layer arrives pre-configured for your domain.

Domain canvases

Your domain, your layout.

Domain-specific visualizations tuned for your data types and workflows.

Adaptive loops

Results in minutes, not weeks.

Evaluation loops run automatically and surface failures before deployment.

Team routing

The right expert for each case.

Edge cases route to domain specialists with documented credentials.

Regression Bank

No regressions ship.

Past failures replayed against every new version before deployment.

Pick a lab. AI starts working on day one.

Each lab runs pre-built AI agents trained for your domain's workflows and file formats.

Proof hooks

What Domain Labs record by design.

Illustrative signals for demo UI. Real metrics depend on your program, your data, and the instrumentation you enable.

Evidence

Built in

Runs, rubrics, reviewers, and approvals stay linked to the change that shipped.

Gates

Repeatable

Policy checks run the same way across releases, not as one-off spreadsheets.

Domains

11 labs

Templates for regulated workflows across science and industry.

Comparative edge

What changes when everything is connected.

Pillar
Status quo
Domain Labs
Clarity
Fragments across ELNs, dashboards, and email threads.
Unified transcripts with linked data, reviewers, and verdicts.
Speed
Multi-week loops to reconcile evidence and approvals.
P95 12-minute reviews with automation and guided escalations.
Reliability
Regression tracking lives in slide decks or is forgotten.
Regression Bank catches repeats and auto-escalates before launch.

Security & trust rail

Security built in from the start.

Every lab keeps sensitive data safe with deliberate controls and observability that audit teams can verify.

Security review materials

Control mapping, evidence exports, and procurement-ready documentation. Formal attestations and BAAs are handled during procurement when applicable.

Isolated data planes

Sensitive data handling patterns: encryption, field-level masking, scoped exports, and auditability.

Evidence-ready exports

Exportable evidence packages with lineage, timestamps, and integrity signals.

Testimonials & logos

Teams that can't afford to guess.

“AuraOne gave us a single source of truth for every trial, every regression, every review. Our evaluation cycle dropped from three weeks to twelve minutes.”

VP of AI Safety — Leading Biotech Company

Biology  ·  Chemistry  ·  Physics  ·  Materials  ·  Astronomy  ·  Climate  ·  Medical  ·  Engineering  ·  Spatial 3D  ·  Manufacturing  ·  Financial

AuraOne Domain Labs

Pick your domain. We'll show you the lab.

We configure the lab, connect your data, and route domain specialists in the first session. Guardrails, telemetry, and provenance are included from day one.

Biology & ChemistryMedical & OncologyClimate & EnvironmentalEngineering & Spatial 3DFinancial & ManufacturingPhysics & Materials
Specialists reply inside 24 hours.