STEP 01
BRING IN THE WORK
Bring in the work
Start with the files, cases, or batches your team already uses. No demo-only workflow.
→DOMAIN LABS · WORKFLOW FIRST
Run the workflow. Own the model.
The hard part is the step nobody wants to trust. We standardize it, return a clean result, and keep the model that gets better.
13 DOMAINS · SAME LOOP · DIFFERENT WAVELENGTH
SCIENTIFIC
8 labs
Biology, chemistry, physics, materials, astronomy, climate, environmental, medical.
INDUSTRY
5 labs
Engineering, spatial 3D, manufacturing, financial, robotics.
SAME LOOP
One workflow shape
Bring the work. Standardize the step. Leave with a clean result.
HOW IT WORKS
Three steps. No architecture lecture.
Bring in the work. Standardize the step. Hand off a clean result.
STEP 02
STANDARDIZE THE STEP
Standardize the step nobody trusts
Turn the slow, risky, or inconsistent step into one clear workflow with review and sign-off attached.
→STEP 03
LEAVE WITH THE RESULT
Leave with a clean result
The next team gets one result it can actually use. The model gets better. Your team keeps the improvement.
Replaces the Excel plus email plus committee routine.
RECURRING ANCHOR
Your work. Your data. Your AI.
Domain Labs run on your own data, in your own tenant. The reviewed record stays with your team. The tuned model stays with your team.
YOUR WORK
Real cases
Files, batches, and cases your team already runs. Not a demo.
YOUR DATA
Your tenant
In your VPC. Your keys. Your retention policy.
YOUR AI
Tuned weights
The model that gets better stays with your team. On export, forever.
CHOOSE THE WORKFLOW
Pick your workflow.
Each card: the workflow, the step we standardized, what the UI does, what comes out.
Workflow firstClean outputWeights you keep
SCIENTIFIC WORKFLOWS · 8 labs
Screen sequences, review molecules, triage scans, compare materials, and sort detections from noise.
BIO · LAB
№ 01
ICON
Cellular membrane with nucleus and organelles
Biology
Screen risky sequences before they reach synthesis or the bench.
STARTS FROM
ESM-2 family
CHM · LAB
№ 02
ICON
Laboratory beaker with reagent level
Chemistry
Compare routes and choose the path the bench can actually defend and run.
STARTS FROM
Molecular Transformer
PHY · LAB
№ 03
ICON
Damped sinusoid signal trace
Physics
Review simulations against reality before a result moves into design, science, or reporting.
STARTS FROM
FNO family
MAT · LAB
№ 04
ICON
Crystalline lattice of atoms
Materials
Screen material candidates and move only the right ones into qualification.
STARTS FROM
M3GNet
AST · LAB
№ 05
ICON
Elliptical trace around a luminous body
Astronomy
Separate real signal from noise before scarce follow-up time gets spent.
STARTS FROM
AstroCLIP
CLM · LAB
№ 06
ICON
Isotherm contour map
Climate
Turn climate scenarios and monitoring work into a reporting record people can trust.
STARTS FROM
ClimaX
ENV · LAB
№ 07
ICON
Leaf with venation and sensor markers
Environmental
Review site conditions and document which response was actually approved.
STARTS FROM
Prithvi
MED · LAB
№ 08
ICON
Clinical pulse waveform
Medical & Oncology
Triage cases and keep every hard clinical decision attached to the record behind it.
STARTS FROM
MedSAM family
INDUSTRY WORKFLOWS · 5 labs
Review decisions, inspect production issues, score robotics runs, and ship cleaner datasets and records.
ENG · LAB
№ 09
ICON
Mechanical gear with inspection markers
Engineering
Review changes against requirements before they become release, safety, or cost problems.
STARTS FROM
Open design models
S3D · LAB
№ 10
ICON
Isometric 3D scene wireframe
Spatial 3D
Keep scene, alignment, and delivery decisions traceable from capture through handoff.
STARTS FROM
OpenScene
MFG · LAB
№ 11
ICON
Production line with quality stations
Manufacturing
Review inspections and decide what can ship with the evidence attached.
STARTS FROM
YOLO + anomalib
FIN · LAB
№ 12
ICON
Candlestick chart with trend line
Financial
Review risk decisions and explain the edge cases before an examiner or committee asks.
STARTS FROM
CatBoost
ROB · LAB
№ 13
ICON
Robotic arm with joint pivots and gripper
Robotics
Collect the real-world human actions, spaces, tools, and failure cases robots need to learn.
STARTS FROM
OpenVLA
YOUR WORKFLOW NEXT?
·
·
THEN, THE MODEL
Start with the right model. Keep what gets better.
Start with a model that fits. Improve it through real work. Keep the stronger result.
Right modelReal workWeights you keep
01 · RIGHT MODEL
Start from the right model
Every lab starts from a model already suited to the workflow instead of a blank slate.
02 · REAL WORK
Improve through real work
Approvals, corrections, and outcomes from the workflow become signal on your own data.
03 · YOUR WEIGHTS
Keep what gets better
The stronger model stays with your team. You are not renting a black box forever.
DOMAIN LABS
Bring the workflow you want to own.
We'll map the workflow. Pick the starting model. Standardize the step. Hand you the result.
↳ STARTS FROM
A model already suited to the workflow.
↳ LEAVES WITH
A stronger model, a reviewed record, and a clean result.