Nova: AI Regulatory Inspector Roleplay
A voice-first AI coach that prepares pharmaceutical manufacturing staff to face a regulatory inspection. Once a week, Nova holds a short, spoken conversation with an operator, supervisor, or analyst based on their real work. Nova grades their responses against a GxP rubric, scoring both technical readiness and English fluency under pressure.
Report Cards
Session history • Fluency report cards✓ You clearly stated your name when asked, which shows you are comfortable responding to direct questions and beginning the interview process.
Use GMP Terminology
You responded with your name but did not use any GMP terminology like 'SOP' or 'Batch Record' as expected for the role.
Knowing is Different from Showing
Why well-trained, technically competent staff fail live inspections under pressure.
The Fluency Exposure Trap
A person who knows the answer, but cannot deliver it with authority under pressure in a second language, is read by an inspector as incompetent. This misreading creates critical observations, and it happens to strong technical performers as much as weak ones. Composure and speech fluency must be measured on their own axis.
The Danger of Over-Answering
Inspectors interview whoever is standing there. A well-intentioned but poorly prepared employee can create a major observation through an inconsistent, speculative, or over-full answer. The failure is usually in the answering, not in the knowing. Nova exists to make sure the person who knows can also show it safely.
Experience the Spoken Audit Simulation
Rehearse inspection delivery in character, under pressure. Start your demo session below.
Nova Connect
Demo mode is enabled. Choose a level and session type, then start immediately.
Hi Operator, pick the assistant level you want to rehearse with and start the next session whenever you are ready.
Unlimited demo sessions are available
▶ StartTap to start your selected demo assistant (redirects to the live Nova app)
Deep, Contextual Feedback Mechanics
See how Nova turns transcripts into actionable coaching metrics by checking fluency parameters and comparing responses side-by-side with perfect answers.
SOP Restatement Alignment
Nova compares the operator's exact transcribed words against a polished, inspection-ready version. It outlines precisely where they missed GMP terminology—such as omitting their role responsibilities—and displays what a perfect score of 5 sounds like for that exact query.
The 5 Fluency Dimensions
Every spoken interaction is evaluated across five objective communication criteria. Nova scores each dimension from 1 to 5 and appends a detailed, non-judgmental comment detailing why they received that score and what they need to adjust before next week.
The Defining Mechanics
How Nova enforces continuity, objective scoring, and positive behavioral feedback.
Two Independent Scores
Readiness and Fluency are scored independently from one conversation. Neither compensates for the other; the gap between them provides the diagnostic.
Substance vs. Conduct
Knowing the answer (Substance) and handling the interview (Conduct) are scored separately, pointing to distinct remedies in training vs. coaching.
Positive Intent by Design
Every card leads with 'what held up', emphasizes progress over absolute numbers, and names exactly one achievable next step to keep operators motivated.
One-Way Level Progression
Operator levels advance automatically based on sustained performance (Basic L1 to L2 to Pro to Master). Operators are never demoted.
Continuity Across Sessions
A 5-layer memory stack tracks feedback loops. Nova remembers what was asked, follow-ups, and checks if operator behaviors actually changed.
Anchored in Real Work
Sessions open on what the operator actually worked on this week. No two sessions are alike, preventing rote scenario rehearsal.
The Readiness / Fluency Quadrant
Nova maps operator competencies onto four plain, non-judgemental quadrant zones. Rather than labeling operators, this serves as a diagnosis pointing directly to communication practice or technical training.
Fully configurable Role to Responsibility Mapping
To ensure the AI inspector remains authentic, Nova aligns its questions to the exact scope of each role.
Operator (Production) Scope
Execute batch steps per BMR; line clearance execution; in-process checks; cleaning and logbooks; gowning.
Stop own activity on abnormality; refuse to proceed without clearance.
Any deviation, abnormal reading, missing signature → Line Lead / Shift In-charge.
What they did; contemporaneous recording; why a step exists; abnormality response; gowning rationale.
Root-cause determination; CAPA design; batch disposition; other departments' records.
The Nova Continuity Engine
Nova remembers what it asked you to do. This continuity is powered by a 5-layer memory stack:
Verbatim audio and transcripts retained for audits; never sent to the model.
Brief memo passed from the grader to the next inspector to preserve core memories.
Feedback items and open loops ensuring narrative continuity.
Slow-changing competency profile mapping operator habits.
Role scope tables and SOP registries keeping inspector prompts in-scope.
Intervention Mode
If an operator ignores the same feedback item twice, the Continuity Engine triggers Intervention Mode. The topic locks, and Nova switches from scoring to real-time correction at turn boundaries (capped at 3 per session).
What Nova is NOT
- •It is not a coach during standard sessions. No mid-session encouragement or scores are given so as not to invalidate audit scores.
- •It is not a general conversational agent. Every inspector turn traces directly to a specific concept within your site SOP registry.
- •It is not a general English tutor. Coaching and speech restatements are strictly anchored in GMP scenarios.
- •It is not a disciplinary instrument. Individual results default to the individual operator; managers only see aggregates.
- •It is not a predictor of inspection outcomes. No 'you would pass' language is ever used in the application.
- •It is not agency-affiliated. Agency names describe simulated inspection styles only.
Common Objections & Answers
Frequently asked commercial, trust, and validation questions regarding Nova.
Isn't spoken performance grading subjective?
What if an operator speaks with a strong local accent or uses slang?
Will managers use this as surveillance or for disciplinary action?
What prevents the AI from fabricating feedback?
Test Your Site's Audit Readiness in 90 Seconds
Nova is the fastest product in the suite to demonstrate. Experience how an AI regulatory inspector transforms site readiness.