HOW PHARMORIS WORKS
From attributable source to reviewable action.
PHARMORIS is designed around a target lifecycle in which source provenance, human triage, ActionCase ownership, decision material and later review states remain connected but distinct. The model describes intended product behaviour; it is not evidence that every component, source adapter or transition is implemented or live.
Target operating model · Not a live interfaceTARGET LIFECYCLE
A source does not become action automatically.
The target chain preserves the basis of the work before any operating record is created. A CandidateSignal remains pre operational until an authorised person accepts it for ActionCase creation. Reject, defer, request evidence and UNKNOWN routes remain visible.
Source evidence and receipt or snapshot → CandidateSignal → Human triage → ActionCase → EvidencePack version → Human gate → Publication → Acknowledgement → ValueReview
- 01
Source evidence and receipt or snapshot
Identify the source basis, date, permitted purpose, receipt or approved snapshot and any limitation before it supports work.
Missing or invalid → Quarantine / UNKNOWN - 02
CandidateSignal
Keep the pre operational trigger, source link, confidence, missing fields and triage status distinct from an ActionCase.
- 03
Human triage
An authorised person accepts, rejects, defers or requests more evidence. Software does not inherit this authority.
Accept / Reject / Defer / Request evidence - 04
ActionCase
Create the bounded working record with source links, owner, current state, activity and blockers only after acceptance.
- 05
EvidencePack version
Prepare versioned material for review. The pack is not the decision.
- 06
Human gate
The relevant authorised people review the material and record an outcome within their remit.
- 07
Publication
Record the controlled hand off of a defined version and scope.
- 08
Acknowledgement
Keep the receiver's response separate from publication and from adoption.
- 09
ValueReview
Review value and supporting evidence later without turning a state into automatic proof of savings.
AUTHORITY BOUNDARY
Human triage creates the ActionCase boundary.
CandidateSignal is a prompt for authorised review, not an instruction or approved opportunity. The reviewer considers the source basis, missing information, intended use and local context before deciding whether a bounded ActionCase should exist.
No automated or model assisted output may create professional, clinical, financial, procurement or governance authority.
Accept
Create an ActionCase only when the authorised reviewer records that the signal has enough basis to progress.
Reject
Record why the signal should not progress without erasing the source history.
Defer
Preserve the signal and reason for delay without presenting it as active work.
Request evidence
Keep the status incomplete until the missing source, permission or context is supplied and reviewed.
FAILURE IS A REAL STATE
Missing or invalid evidence stays visible.
The target interface must distinguish loading, empty, partial, invalid, permission denied, stale, unknown source, unsupported action and server error states. A failed source or API request must not be replaced by demo data outside an explicit, labelled demo tenant.
Validate
Use material only when the required source, schema, rights and freshness checks support the intended purpose.
Quarantine
Keep invalid or unauthorised material unavailable until it is resolved and reviewed.
UNKNOWN
Show UNKNOWN when the source, permission, current value or evidence state is not established.
STATE SEPARATION
Similar words do not mean the same thing.
The canonical target architecture uses separate state groups for each record. Exact interface and API enum names still require confirmation against the approved contract for the candidate being reviewed.
- 01CandidateSignal
- Triage status does not create an ActionCase by itself.
- 02ActionCase
- Operating state does not prove evidence quality or value.
- 03EvidencePack
- Pack approval is not publication, adoption or deployment.
- 04Publication
- Publication is a scoped release or hand off state.
- 05Acknowledgement
- Receiver response remains independent of publication.
- 06ValueReview
- Value lifecycle and evidence status are separate axes.
ONE CONFIGURABLE PRODUCT
Separate source handling, governance and operating state.
The intended architecture keeps source specific ingestion separate from shared workflow logic and tenant specific configuration. Variation belongs in controlled personas, tenant configuration and source adapters, not customer specific code forks.
Source layer
Define retrieval, rights, receipts, artefacts, validation, quarantine and source specific transformation.
Governance layer
Apply authorised roles, decision boundaries, required review and truthful stop states.
Operating layer
Maintain owner, lane, activity, blockers, closure and the controlled record.
Access boundary
Derive tenant and role context from authenticated server policy. The browser does not supply authoritative tenant identity.
REPRESENTATIVE WORKFLOW
Examine one bounded path without mistaking it for deployment.
A demonstration may use clearly labelled synthetic or approved public material to discuss the intended lifecycle. It is not proof that a source adapter, transition, tenant control or product surface is working in a current environment.
Choose one workflow
Start with a specific medicines workflow or evaluation question.
Keep the evidence visible
Ask which source, limitation and human decision should remain connected.
Set the next gate
Define the evidence needed before any controlled non production evaluation discussion.
- Contributed analysis. Pharmaphorum. Approval is not access: Pilots' real test is implementation. 18 August 2026.
- Podcast appearance. AI Ethics Now / University of Warwick IATL. AI and Accountability: When Does a Suggestion Become a Decision?. 23 August 2026.
- Founder commentary. ET Pharma. India’s pharma quality reset will be won after the inspector leaves. 4 August 2026.
- NEUVIOR analysis. NEUVIOR Insights. From pilot theatre to financial grip: how NHS CFOs should evaluate AI in medicines optimisation. 18 March 2026.
- NEUVIOR analysis. NEUVIOR Insights. NHS digital programmes do not fail on dashboards. They fail on deployment. 20 March 2026.
- NEUVIOR analysis. NEUVIOR Insights. The NHS has not finished the generic job. 19 March 2026.
- NEUVIOR analysis. NEUVIOR Insights. The quarterly medicines leakage report every ICB should want in 2026/27. 19 March 2026.
- NEUVIOR analysis. NEUVIOR Insights. Best value biological medicines are the clearest near term medicines productivity play in the NHS. 21 March 2026.
- Expert commentary. Manufacturing Chemist. NICE approval is not enough: why the UK's next medicines challenge is operational delivery. 4 June 2026.
- Founder commentary. PharmaTimes. How we roll. 10 June 2026.
Classified public record
MEDICINES ANALYSIS + EXECUTION
You can identify the opportunity and still lose it in delivery.
Explore the financial, operational and governance questions that shaped PHARMORIS. Then check the product’s dated status before treating the model as implemented.
Approval is not access: Pilots' real test is implementation
In pharmaphorum, Varun Sharma argues that medicines access pilots should measure the full chain from recommendation to funded delivery and outcomes.
Read the implementation argumentAI and Accountability: When Does a Suggestion Become a Decision?
Varun Sharma joins AI Ethics Now to examine false confidence, human responsibility and the point where AI assisted suggestions become accountable decisions.
Hear the human accountability discussionAfter NICE: making medicines access operational
A recommendation can clarify what should be available. You still need an accountable route from evidence to a local decision, delivery and review.
Map the work after a medicines recommendation
NEUVIOR Insights and After Publication reflections are company or founder analysis. Publisher records evidence publication, not endorsement, adoption, product readiness, savings or clinical outcomes.
DISCUSS ONE WORKFLOW
Explore a representative workflow.
Bring one bounded medicines workflow or evaluation question. The walkthrough remains synthetic or based on approved public material, non production and subject to human authority.
