Observe
A lightweight capture tool records each screen state and the action taken on it, inside the boundary.
DIGITAL HUMAN / MEDICAL-DEVICE OPERATIONSINDUSTRY 03
Beyond the document.
Into the decision.
A purchase order holds the data. Your specialist holds the context. Digital Human is designed to connect them, with evidence behind the decision and a person in control.
Explore your workflowWORKFLOW IN FOCUSILLUSTRATIVE
FROM CONTEXT TO CLARITYILLUSTRATIVE
THE ORDERVisible information
THE CONTEXTSite · department · history
PROPOSED DECISIONReview the evidence
The fields are only the beginning.
A purchase order can name the item and delivery site while leaving the account decision unstated.
Motion reduced
THE PROBLEM, CONCRETELY
Reading the page is the easy part. Choosing the right account takes context.
In complex medical-device order operations, the account decision can depend on context scattered across the document, surrounding systems and the specialist’s working memory.
The specialist’s judgment was built over years and exists nowhere in writing. Layouts vary, key fields move and some documents are handwritten. The obstacle is not extraction. It is tacit expertise with no manual behind it.
A TWIN THAT LEARNS BY WATCHING
Nobody writes documentation. The specialist keeps working.
Structure
Captured work and historical orders become a labeled training archive, aligned to outcomes.
Train
Supervised learning first, then reinforcement from failures and human corrections.
Execute
The twin works the existing screens and routes uncertain orders to a person with reasoning attached.
Approved capture preserves the expert’s work inside the boundary.
Explore each step
CONSERVATIVE BY DESIGN
Confidence never substitutes for evidence.
Abstain with reasons
When uncertain, the twin stops and routes the order to a person with its evidence attached.
Human approved
Every order remains human-approved until sustained accuracy is proven per customer.
Held-out validation
Historical orders test the twin against the decisions specialists actually made.
Zero new integrations
The twin works through the same screens the order team already uses.
THE PROGRAM, IN FOUR MEASURES
A bounded proof, with the bar stated before the result.
one bounded workflow with held-out validation
PRODUCT PRINCIPLE
A rule governing how the product is designed and deployed.
locked jointly before validation begins
TARGET
A declared bar, not current performance.
required until proven per customer
PRODUCT PRINCIPLE
A rule governing how the product is designed and deployed.
designed to work through existing screens
ARCHITECTURE COMMITMENT
A product and deployment commitment, not a measured benchmark.
PRODUCT REQUIREMENT
A requirement the product is being built to satisfy.
A bounded proof structure for order operations.
Capture, corpus structuring and training are sequenced around one account decision, a customer-controlled held-out set and an accuracy bar agreed before validation.
Any production mode is designed to retain human approval until a sustained, customer-validated accuracy record earns a broader mode.
PURCHASE ORDERPO-294104
Ship toSt. Anne Surgical CentreCOUNTRY · SITE
DepartmentOrthopaedic Theatre 04DEPT · THEATRE
ContactReceiving deskCONTACT
PARTQTYPRICEAX-44112$•••LM-2084$•••
THE EASY 10% · PRESENT IN DOCUMENTACCOUNT TO CHARGENot on the page.
Grounded in site, product, department and account context.
THE CONTEXTUAL DECISIONThe document contains the order fields, but the account decision is not stated.
Explore each step
THE PATTERN GENERALIZES