Conversational AI governance for pharma

Patients and HCPs already turn to conversational AI for answers. Now pharma can join that conversation, compliantly.

How RoseRx keeps every conversation compliant

How RoseRx keeps every conversation compliant

Controlled knowledge base

Integrated with your system of record to ensure all conversations stay in context.

All claims quoted verbatim

All responses are cited to an approved source using Determanistic Quoting. Allowing all claims quoted verbatim.

Source traceability

Each response is traceable to its source and its approver. Built against 21 CFR Part 11 controls.

Off-label and content guardrails

Off-label, comparative and superiority claims are refused. Off-label questions pass to Medical Affairs.

Pharmacovigilance monitoring

Conversations are screened, triaged and routed to the sponsor's safety function within an agreed service level.

Fair balance-aware reponses

Safety information linked with the claim. Indication scope and ISI hold on every response.

Human in the loop protocols

Urgent symptoms, safety signals and out-of-scope questions route to a named human.

Data remains yours

Conversation data stays with the sponsor and is never used for model training.

How other models compare

See how RoseRx compares against ungoverned general-purpose models

RoseRx


Ungoverned model

RoseRx

Ungoverned

model


Ungoverned model

Approved-content fidelity

Verbatim approved-language match

No generated claim language

No generated claim language

15-40% hallucination

Complete, accurate drug answer

26% accuracy

26% accuracy

Fair balance / ISI inclusion

Fair balance / ISI inclusion

Indication-scope adherence

Off-label & prohibited content

Off-label question refusal

Off-label question refusal

Comparative / superiority refusal

Unapproved-indication deflection

Unapproved-indication deflection

Pharmacovigilance & safety

Adverse-event / DDI detection

33-68% correct

33-68% correct

AE minimim-element capture

RoseRx ensures all AE handoffs integrate with your PV systems

AE minimim-element capture

RoseRx ensures all AE handoffs integrate with your PV systems

Product-complaint detection

Traceability & auditability

Citation to a real source

Learn more about how RoseRx uses Deterministic Quoting

25–50% fabricated

25–50% fabricated

MLR reference-ID linkage

RoseRx integrates with your system of record

MLR reference-ID linkage

RoseRx integrates with your system of record

Full transcript / audit capture

Response provenance

Response provenance

Escalation & handoff

Urgent-symptom escalation

Medical question to MI / MSL

Medical question to MI / MSL

Out-of-scope deflection

Audience gating

Patient vs HCP gating

Patient vs HCP gating

Some understanding

Some understanding

HCP verification adherence

Per-market label gating

Per-market label gating

Trust & Safety

Enterprise-grade protection

Enterprise-grade protection

RoseRx ensures your legal data remains private, encrypted and compliant with international standards.

RoseRx ensures your legal data remains private, encrypted and compliant with international standards.

SOC-2 Type II

Built to AI management system principles for reliable data privacy.

Model Flexibility

Runs on any frontier model. Ensuring reliability and long-term control.

Access Control & Audit Logs

Manage user roles and track activity with audit logs.

No Model Training

Client data is never used to train any underlying AI model, isolated by design.

Step into the future of pharma engagement

Join leading pharma teams using RoseRx to engage with AI precision and total peace of mind.

Step into the future of pharma engagement

Join leading pharma teams using RoseRx to engage with AI precision and total peace of mind.

Step into the future of pharma engagement

Join leading pharma teams using RoseRx to engage with AI precision and total peace of mind.