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.
→APP DATA OS · DETECTION IS NOT THE DECISION
An AI app for your field. You keep the weights.
Detection is cheap. The reviewed decision is the product. Start from an open model, sign the hard call as the work happens, and keep the evidence and the weights.
PILOT FROM $25K · FIRST REVIEWED RESULTS IN WEEKS
FAILED CASE → REVIEW → SIGNED PACKET → WEIGHTS YOU KEEP
THE SCORE ISN'T THE PRODUCT
The reviewed decision is
Detection is cheap. What survives examination is the signed decision behind it.
EVERY ESCAPED CASE
Caught again
Each failure enters a regression bank, so the same mistake never ships twice.
ROBOTICS PILOT
100 to 500 episodes
A pilot reviews 100 to 500 episodes for $25K to $100K, and leaves you a model you own.
HOW IT WORKS
One loop. Eighteen ways in.
Bring the work. Standardize the step nobody trusts. Route it to the expert, sign the evidence, improve the model, keep the weights.
STEP 02
STANDARDIZE THE STEP
Standardize the step nobody trusts
Failed case routes to a reviewer. The hard call gets a policy finding, a regression gate, and a release hold. You leave with a signed evidence packet.
→STEP 03
LEAVE WITH THE RESULT
Leave with a clean result
The next team gets a decision that survives examination. The model improves on your approvals. Your team keeps the weights.
Replaces the Excel plus email plus committee routine. Every escaped case enters a regression bank, so the same mistake is caught again across releases.
YOURS TO KEEP
Don't rent the intelligence. Keep it.
Building in-house means starting from scratch. Renting an endpoint means you improve a model you never get to keep. App Data OS runs in your tenant and leaves the tuned model with your team.
YOUR TENANT
Runs on your data
Every app runs in your VPC, on your keys, under your retention policy. HIPAA, SOC 2, audit-ready.
NOT A RENTED ENDPOINT
Keep the weights
A managed endpoint rents you the intelligence; you walk away with nothing. Here the tuned model stays with your team on export, forever.
FED BY EXPERT REVIEW
Improved on real work
Human Data OS routes the hard case to the right expert. Those approvals and corrections are the signal that improves your model.
PICK YOUR APP
Lead with two. Group the rest.
Eighteen wedges into one loop. Each card: the app, the open model it starts from, what it does, and the result you keep.
FEATURED · MODELS + ROBOTICS
The two we lead with. Models scores runs, holds regressions, and governs releases for teams building models. Robotics reviews episodes and exports rights-cleared training manifests for teams training robots.
MDL · APP
№ 01
Models
Score the runs, hold every regression, train, govern releases, and keep the weights.
STARTS FROM
Llama 3 / Mistral
ROB · APP
№ 02
Robotics
Review episodes, score safety, check dataset quality, and export training manifests.
STARTS FROM
OpenVLA
BUILD AI · MAKER APPS
Generate the data you can't collect, and keep spatial and 3D work traceable from capture through handoff.
SYN · APP
№ 03
Synthetic Data
Generate governed datasets, or simulate cohorts to test a decision before it ships.
STARTS FROM
SDV / diffusion
S3D · APP
№ 04
Spatial 3D
Keep scene, alignment, and delivery decisions traceable from capture through handoff.
STARTS FROM
OpenScene
APPLY AI · LIFE SCIENCES · YOUR FIELD
Screen sequences, compare routes, and keep every hard clinical decision attached to the record behind it.
BIO · APP
№ 05
Biology
Screen risky sequences before they reach synthesis or the bench.
STARTS FROM
ESM-2 family
CHM · APP
№ 06
Chemistry
Compare routes and choose the path the bench can actually defend and run.
STARTS FROM
Molecular Transformer
DRG · APP
№ 07
Drug Development OS
Scout assets, review evidence, map trials, and keep diligence packets on one record.
STARTS FROM
ESM-2 + retrieval
GNM · APP
№ 08
Genomics
Keep cohort and variant findings attached to the evidence that supports them.
STARTS FROM
Nucleotide Transformer
MED · APP
№ 09
Medical
Triage cases and keep every hard clinical decision attached to the record behind it.
STARTS FROM
MedSAM family
IMG · APP
№ 10
Medical Imaging
Review scans, escalate ambiguous studies, and export study-ready packets.
STARTS FROM
MONAI + MedSAM
APPLY AI · PHYSICAL SCIENCES · YOUR FIELD
Check simulations against reality, screen material candidates, sort signal from noise, and ground a reporting record people can trust.
PHY · APP
№ 08
Physics
Review simulations against reality before a result moves into design, science, or reporting.
STARTS FROM
FNO family
MAT · APP
№ 09
Materials
Screen material candidates and move only the right ones into qualification.
STARTS FROM
M3GNet
AST · APP
№ 10
Astronomy
Separate real signal from noise before scarce follow-up time gets spent.
STARTS FROM
AstroCLIP
CLM · APP
№ 11
Climate
Turn climate scenarios and monitoring work into a reporting record people can trust.
STARTS FROM
ClimaX
ENV · APP
№ 12
Environmental
Review site conditions and document which response was actually approved.
STARTS FROM
Prithvi
APPLY AI · INDUSTRY · YOUR FIELD
Review risk decisions, inspect production issues, and check changes against requirements before they ship.
FIN · APP
№ 12
Financial
Review risk decisions and explain the edge cases before an examiner or committee asks.
STARTS FROM
CatBoost
MFG · APP
№ 13
Manufacturing
Review inspections and decide what can ship with the evidence attached.
STARTS FROM
YOLO + anomalib
ENG · APP
№ 14
Engineering
Review changes against requirements before they become release, safety, or cost problems.
STARTS FROM
DeepSeek + CAD adapters
YOUR FIELD NEXT?
START OPEN
Start from an open model. Sign the hard call. Keep the weights.
Begin from an open model already suited to the work. Sign the reviewed decision as it happens. Keep the tuned weights, ahead of the EU AI Act clock.
01 · START OPEN
Not from scratch
Every app begins from an open model already suited to the work, not a blank slate.
02 · SIGN THE CALL
Built for examination
Provenance, the reviewer's rationale, and a signed packet as the work happens. The kind of record the EU AI Act high-risk provenance deadline expects in August 2026.
03 · KEEP THE WEIGHTS
Improve on your work
Approvals and corrections from real cases tune your model. The stronger result stays with your team on export.
APP DATA OS
Your work. Your data. Your AI.
Bring the work. Keep the proof. Own the model. We'll map the workflow, pick the open model, sign the hard call, and leave you the weights. A robotics pilot reviews 100 to 500 episodes for $25K to $100K.
↳ STARTS FROM
An open model already suited to your field.
↳ LEAVES WITH
A signed evidence packet, a reviewed record, and weights you keep.