Domain Labs
AuraOne Domain Labs

Run Workflows Today.Own Models Tomorrow.

Ten domain labs. Zero lock-in.

Transform open-source foundations into your proprietary asset. From drug discovery to financial risk, we provide the factory, you own the IP.

Launch. Loop. Own.

Switch on Domain Labs, stream telemetry, let AuraOne intercept regressions, then export the weights when your breakthrough is certified.

Prime the lab
Rehearse the edge
Own the weights
Scroll to see the journey
The Model Factory

Don't just rent AI. Build to Own.

Unlike traditional SaaS where you rent a "Black Box" forever, Domain Labs are designed to be a factory for your proprietary IP.

01
Stage 01

Deploy

Start immediately with specialized Open-Source Foundation Models (e.g. ESM-2, ChemBERTa).

02
Stage 02

Refine

Experts review model outputs. Every correction is a 'Golden Label' that improves the system.

03
Stage 03

Train

As Golden Labels accumulate, the platform automatically fine-tunes a proprietary version for you.

04
Stage 04

Export

Graduate. Download the fine-tuned model weights and the verified dataset to run independently.

New: Vertical Lab Bundles

Pick a domain.
AuraOne builds the lab.

Bundles ship with datasets, baseline agents, eval suites, guardrail policies, and dashboards—already wired for your industry. No blank canvases. No missing glue. Just a calm first run.

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
POST /api/v1/labs/bundles/:bundleId/provision
GET /api/v1/compliance/evidence?scope=health
Starter datasets
seeded
Policies
HIPAA-ready
Dashboards
cost + quality
Tip: each bundle provisions the same way—seed data, attach guardrails, wire SLOs, then ship.
Three paths to launch without lock-in

Choose the orbit that fits your mission

Run models today, fine-tune tomorrow, or deploy behind your firewall. AuraOne keeps the loop closed while you keep the IP.

Tier 1: Deploy

Instant access to specialized open-source foundation models.

  • Pre-integrated scientific models
  • Instant inference via API
  • Zero infrastructure setup
  • Pay-per-prediction
MOST POPULAR

Tier 2: Train & Own

Feed real data, inherit guardrails, export the weights once your moat is ready.

  • Human-in-the-loop refinement
  • Automatic fine-tuning pipeline
  • Download production weights
  • Ownership transfer included

Tier 3: Enterprise

Bring the full loop behind your firewall with compliance packs included.

  • VPC or On-Prem deployment
  • SOC2 / HIPAA / FDA compliance
  • Dedicated Domain Architect
  • Custom SLAs
10 production labs live today99.5% uptime with live telemetry<500ms p95 latency at scaleYou keep the IP, always

Today vs AuraOne

The bottlenecks you name most, solved together.

Product leads, scientists, and ops teams told the same three stories. Domain Labs answers each with a built-in fix.

Start fast

Today

New tools take months to set up.

With Domain Labs

Launch your lab in minutes with pre-built templates.

Catch everything

Today

Pilots often miss the tricky stuff.

With Domain Labs

We replay failures to make sure they never happen again.

Own your IP

Today

Vendors often trap your data.

With Domain Labs

You keep your models, your weights, and your data. Always.

AuraOne Vault

Confidence sealed from packet one.

Every lab inherits encrypted guardrail storage, full provenance, and executive approvals. When you export, the telemetry logs come with you—no loose signatures.

Product walkthrough

Four layers choreographed into one living workspace.

Domain canvases, adaptive loops, guild routing, Regression Bank—each layer arrives pre-tuned, so your scientists plug in and launch.

Domain canvases

Visualize your data.

See the whole picture in one place.

Adaptive loops

Faster feedback.

Know if it works in minutes, not weeks.

Guild routing

Expert review.

The right specialist for every edge case.

Regression Bank

Safety first.

Prevent failures before they launch.

Pick a lab. Enter a cinematic workspace.

Ten labs across biology, chemistry, drug discovery, oncology, manufacturing, financial services, climate, astronomy, materials, and environmental science.

Live proof

Metrics that calm the control room.

Telemetry streams straight from Domain Labs. Reviews close in minutes, drift gets intercepted upstream, experts arrive ready.

12m

p95 evaluation time

Ingest to approval across live drug discovery and climate pilots.

97%

drift caught pre-production

Domain monitors surface root causes before launch windows open.

47k

experts on tap

Guild specialists covering ten regulated sciences with TrustScore™ routing.

Source: AuraOne Domain Labs telemetry and customer programs, Q4 2024.

Comparative edge

Why regulated teams retire their status quo stacks.

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 is built in, never bolted on.

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

SOC 2 Type II + HIPAA controls

Audited controls with signed BAAs and data residency options.

Isolated data planes

PII and PHI stay in encrypted enclaves with field-level policies.

Evidence-ready exports

One-click regulator packets with lineage, timestamps, and signatures.

Testimonials & logos

Trusted by teams charting new frontiers.

“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.”

Elena Park — VP of AI Safety, Corvus Bio
Corvus Bio
Synapse Materials
HelixGrid
Orbit Labs
Terra Metrics
Stratosphere Research
Nova Therapeutics
Quantum Drift
Corvus Bio
Synapse Materials
HelixGrid
Orbit Labs
Terra Metrics
Stratosphere Research
Nova Therapeutics
Quantum Drift
AuraOne Domain Labs

Invite your domain guild into AuraOne.

We spin up the lab, mirror your playbook, and route the right guild in the first briefing. Guardrails, telemetry, and provenance ship with every scene.

Life sciencesFinancial systemsClimate intelligenceAutonomyEnergyPublic sector
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