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PROPOSED AI APPLICATION

Hospital approved reference assistant

Staff cannot quickly find current instructions

Small hospitals and day care centresSpecialist evaluationProposed solution scope

The problem and the proposed outcome

Application
Small hospitals and day care centres — Hospital approved reference assistant
Problem to solve
Staff cannot quickly find current instructions
Target buyer
Hospital administrators, service managers
Intended use
Employee / expert own workflow; internal business solution
Benefit to test
Test whether evidence lookup and response preparation become faster while correctness remains acceptable.
Potential delivery
Internal application, reviewer dashboard, private assistant or authorized user portal; choose one surface after validating the workflow.

How AI contributes

AI method
Evidence-grounded knowledge assistant / RAG
Method code
R
AI contribution
Use semantic retrieval and a language model to answer from approved sources, attach source references, and abstain when evidence is missing.
Output artifact
Answer draft with supporting source passages and an unresolved-question flag.
Core modules
Approved source intake → semantic retrieval → evidence-linked answer → reviewer feedback
Simple baseline
Manual document search, curated FAQ and keyword search.
Why test AI
Could help with semantically varied questions over many documents; retain the baseline if AI does not improve usefulness or handling time.

Define the first pilot

Pilot track
Specialist evaluation
Required data
Controlled clinical and administrative documents
Data readiness
A current approved corpus, access rules and representative questions with reviewer-approved answers are needed.
First development step
Select an approved corpus and create a small reviewer-labelled question set; measure keyword/FAQ performance first.
Initial MVP scope
One defined task, one permitted dataset and one reviewer workflow. Manual upload or authorized export first; no unattended external action. Validate the model before live integration.
Demo data
Synthetic or licensed public samples may illustrate the workflow. Real benefit and model performance need representative authorized held-out data.
Buyer validation question
Ask Hospital administrators, service managers: show a recent case where staff cannot quickly find current instructions, record the present effort or error, and confirm whether the required data can lawfully be used.

Measure whether it helps

Primary success metric
Current-source retrieval accuracy
Model evaluation
Measure answer correctness, grounding, source relevance, abstention and unauthorized-source exclusion on held-out questions.
Metric target
Set after baseline measurement; no improvement or accuracy result asserted.

Review and integration boundaries

Specialist review
Yes
Human review boundary
Qualified domain specialist reviews evidence, interpretation and any consequential action. Start with controlled offline or shadow evaluation; no autonomous clinical, financial, employment, industrial or safety decision.
Domain review
Use consented and authorized records; qualified practitioners review care-related outputs. Research or clinical assistance needs a separate validation pathway before field use.
Related micro-ERP catalogue IDs
IWA-B-883840F4500C; IWA-B-EE3CCB6EA716; IWA-B-3BDA386BA061
Integration status
Potential segment link only; no product integration implemented.

Catalogue record

Solution ID
IWA-AI-90A6F55AECB4
Sector ID
S08
Sector
Specialized health and wellness operations
Industry ID
I043
Industry
Small hospitals and day care centres
Market validation
Not validated
Data availability
Not confirmed
Feasibility validation
Pending per-application review
Development status
Proposed solution scope
Source publication status
Not published
Catalogue date
2026-10-06

Source references

Family-level framing or review guidance; no individual application capability, demand or compliance endorsement.

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