
“With Quantified we really felt that we found our solution.”

Quantified is the platform the world’s largest pharmaceutical companies use to onboard reps, certify launches, and keep MLR-approved messaging consistent in the field. Built for regulated environments, not adapted from horizontal AI.
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Reps practice the conversations that matter, leaders see who is ready, and compliance can review every session.
An AI sales training platform for pharma, sometimes called sales simulation software, lets field sales reps practice realistic conversations with AI personas of physicians, pharmacists, and payers, scored against the company’s own MLR-approved content, so training and commercial leaders can certify readiness before reps reach the field. Quantified is the AI Roleplay and Sales Coaching Platform built for this job.
Sanofi certified 100% of a 500-rep field force within a five-day certification window with four trainers. Bayer certified 500+ reps for a product launch at a 97% mastery rate. At Novartis, 95% of new specialists passed their verbal assessment on the first attempt.
Manual roleplay is inconsistent. LMS modules build knowledge, not the muscle memory a live HCP conversation takes. Coaching depends on manager time that is already stretched. Reps and MSLs need real-world fluency before the conversations that count.

A finished module shows a rep read the material. A scored conversation shows they can say it to an HCP.
| Method | Where It Falls Short | With Quantified |
|---|---|---|
| PracticeLive roleplay | Depends on who is in the room and leaves no readiness data | Every rep practices the same scenario, scored the same way, as often as they need |
| KnowledgeLMS modules and quizzes | Prove a rep read the material, not that they can deliver it to a skeptical physician | Reps rehearse out loud against personas tuned to the real field, with feedback right away |
| CoachingRide-alongs | Limited by manager bandwidth, travel, and territory size | Managers coach the specific gaps the practice data shows |
| EventsOne-time launch meetings | Readiness peaks at the meeting and fades in the field | Certification and reinforcement continue through launch and every label update |
It’s how global pharmaceutical leaders accelerate onboarding, sharpen scientific and commercial communication, and launch products with confidence and control.
HCP interaction training at scale. Personas are tuned to specialty and setting and carry the objections your field team actually hears, and reps practice each conversation until they are ready to certify.
Live roleplayShow me how patients like mine did, not just the trial average.
A specialist who knows the literature and wants the data behind the claim. Reps learn to lead with the approved key message and answer efficacy questions within the label.
Live roleplayMy patients are stable on their current regimen. Why would I change?
An oncologist weighing a switch against the standard of care. Reps practice positioning with approved claims and handling safety questions with approved language.
Live roleplayWalk me through dosing, storage, and how this fits our formulary process.
A pharmacist who needs operational detail before anything reaches the formulary. Reps practice accuracy on dosing and administration, and refer unsolicited off-label questions appropriately.
Live roleplayWhat is the budget impact, and why should this be preferred over what we cover now?
A payer who thinks in budget impact and coverage policy. Reps practice the value story from approved materials without overstating economic claims.
Live roleplayThree of us have questions today. Start with the safety data.
A committee review with more than one voice in the room. Multi-Persona Roleplay puts several stakeholders in one conversation, and avatars react to the visual aids reps share on screen.
Live roleplayWhat does the subgroup analysis show, and what is still unanswered?
A thought leader at a congress who expects peer-level scientific exchange. MSLs practice presenting data with context and handling the questions the data cannot yet answer.
Example personas shown. Your program’s personas, scenarios, and scoring are built from your own approved content.
Quantified supports the whole field organization, from MSLs in scientific exchange to managers coaching across teams. In life sciences, credibility depends on consistent, confident communication.
Scientific exchange runs on credibility. MSLs rehearse the data conversations they can’t afford to get wrong.

Managers can’t ride along with every rep every cycle. Practice data shows them where to spend the coaching time they have.

Training leaders set the standard. Quantified scales practice and certification to every rep without adding trainers or travel.

Commercial leaders need to know the field force is ready before the launch or the quarter, not after the numbers come in.

Purpose-built for life sciences and pharma’s highest-stakes training moments, with every session scored against your approved, on-label messaging.
Get new reps through realistic HCP conversations before they reach territory, without pulling field leaders out of the field.
Novartis · 95% first-attempt passLearn more →Certify on demonstrated behavior, scored against your approved criteria, with a record for every rep.
Sanofi · 100% of 500 reps certifiedLearn more →Turn the national sales meeting into practice that keeps going after reps fly home.
For every field teamLearn more →Keep approved messaging sharp between launches, label updates, and cycle meetings.
For every field teamLearn more →Get the whole field force launch-ready inside the launch window, on the approved launch messaging.
Bayer · 500+ reps certifiedLearn more →Score every session against your MLR-cleared claims, with off-label language flagged for review.
For every field teamLearn more →Training medical device field teams? See AI roleplay and coaching for medical device sales →
Rep performance is built across a continuous lifecycle, not in a one-time event.
Certify new hires before territory deployment
Practice paths by role, experience, and proficiency
Approved content into scenarios in days
Pre-call brief and quick practice on the phone
A CRM-ready note after every visit
Readiness and message gaps the same week
Practice only works in life sciences if compliance can stand behind it. Every part of Quantified starts from content your MLR team has already approved.

Personas, scenarios, and rubrics come from your approved content. When labels or messaging change, scenarios and scoring are updated to match.
Every session is scored against your MLR-cleared claims and your own criteria and exemplars. The AI does not write the rubric.
Off-label language is flagged. Each session record holds the transcript, the scores against your criteria, and a timestamp.
Manager visibility is configurable: cohort, individual, or both, the customer’s choice. Practice stays a judgment-free space for reps.
Named results from launch, certification, and onboarding programs at global pharmaceutical companies.

“With Quantified we really felt that we found our solution.”


“Reps told us they felt more prepared walking into HCP conversations. They weren’t just certified—they were confident.”


“Quantified’s AI personas enabled us to scale our training without pulling people out of the field.”

“We chose to partner with Quantified on the design of this platform because the next phase of commercial readiness requires AI that is purpose-built for the realities of regulated environments — not adapted from a general-purpose tool.”

How Novartis certified an experienced oncology field force when its launch timeline moved up by about three months, with Quantified CMO Wayne St. Amand.
Watch the Webinar →Whether you’re comparing pharmaceutical sales training companies or AI roleplay software, ask every vendor the same questions on your own content. Here is what good looks like, and how Quantified answers.
| Criterion | Ask Every Vendor | What Good Looks Like | How Quantified Does It |
|---|---|---|---|
| RealismHCP and payer realism | Ask every vendorDo the simulations cover the specialties, payers, and committees your reps actually face? | What good looks likePersonas tuned to specialty and setting, carrying real objections, including multi-stakeholder conversations | How Quantified does itPersonas built from your approved content, Multi-Persona Roleplay, Screen Share in Roleplay, and practice in 40+ languages |
| ContentApproved-content grounding | Ask every vendorWhere do scenarios and persona answers come from? | What good looks likeYour MLR-approved content only, kept current after label changes | How Quantified does itScenarios start from content your MLR team already approved, and they are updated when labels or messaging change |
| ComplianceOff-label handling | Ask every vendorWhat happens when a rep goes off-label, and what can compliance review? | What good looks likeOff-label language is caught, and every session leaves a reviewable record | How Quantified does itOff-label language is flagged. Each session record holds the transcript, the scores against your criteria, and a timestamp. Compliance AI |
| ScoringCertification standard | Ask every vendorWhose rubric defines a passing conversation? | What good looks likeYours, applied the same way to every rep | How Quantified does itScored against your own approved criteria and exemplars, calibrated with your trainers before rollout. Certification programs |
| RolloutBuild and support | Ask every vendorWho builds the program, and who keeps it current? | What good looks likeA partner with pharma experience, or tools your trainers can use themselves | How Quantified does itWhite-glove service is included in every AI Roleplay program. Teams that build their own use Self-Authoring. |
| SecurityData and AI governance | Ask every vendorDoes the vendor train AI models on your data, and can it prove its controls? | What good looks likeAn independent audit report, no model training on your data, and hosting in your region | How Quantified does itSOC 2 Type 2 from an independent auditor, never trains AI models on your data, and US or EU hosting. Security evidence |
| ProofNamed pharma results | Ask every vendorWho has used it in a launch or certification like ours? | What good looks likeNamed results from pharmaceutical field forces, not general sales teams | How Quantified does itSanofi, Bayer, and Novartis programs, with results above. Customer stories |
Six working tools to choose the right first use case, build an HCP scenario your compliance team can approve, and agree on what success looks like before day one.
For commercial training, commercial excellence, and compliance teams evaluating AI sales training.
Pharmaceutical sales training software helps life sciences companies prepare field teams for HCP, payer, and scientific conversations through practice, coaching, assessment, and certification. The most capable platforms use AI to simulate realistic physician conversations, score each rep against the company’s own approved criteria, and deliver coaching at a scale trainers and managers can’t reach on their own. Unlike general-purpose sales training tools, pharma-specific platforms are built around MLR-approved content, on-label messaging, and the records compliance teams need. Quantified is the AI Roleplay and Sales Coaching Platform built for this work.
AI roleplay for pharma, sometimes called AI sales simulation, puts a rep in a spoken conversation with an AI persona of a healthcare professional, payer, or committee. The persona asks clinical questions, raises the objections your field team actually hears, and responds to what the rep says, using scenarios built from your MLR-approved content. Each session is scored against your own approved criteria, off-label language is flagged, and the rep gets specific feedback right away. Reps can repeat a scenario as often as they need before they certify.
Pharma field training usually runs on two kinds of software: a learning management system (LMS) for courses and knowledge checks, and sales training software for conversation practice, certification, and coaching. AI roleplay platforms such as Quantified cover the practice and certification layer. Reps rehearse HCP, payer, and committee conversations with AI personas, are scored against the company’s own approved criteria, and certify before they reach the field. Field AI, now in beta, adds support before and after real HCP visits.
AI is used in four main ways: realistic roleplay with AI personas of HCPs and payers, objective scoring against approved messaging and criteria, coaching aimed at each rep’s specific gaps, and readiness reporting for training and commercial leaders. In Quantified, all four run on one platform, with scenarios built from MLR-approved content and off-label language flagged for review.
It is when it is deployed against a measurable readiness outcome rather than bought as a demo. Quantified customers see 6× more rep practice, a 40% reduction in time to readiness, and a 19% increase in good selling outcomes. Bayer certified 500+ reps for a product launch at a 97% mastery rate, and Sanofi certified 100% of a 500-rep field force within a five-day certification window.
Pharma sales force effectiveness (SFE) measures how well a commercial field team achieves business objectives through the quality and efficiency of its HCP engagements. Traditional SFE metrics focus on lag indicators like prescription volume and call frequency. Modern approaches add lead indicators, such as readiness and certification scores, practice frequency, message adherence, and skill progression. Together, these give commercial excellence teams a predictive view of field performance rather than a retrospective one.
Increase the volume and quality of practice before a rep reaches the field. AI roleplay and simulation let new hires rehearse realistic HCP conversations during onboarding far more often than shadowing or classroom roleplay allows, and certify against a defined standard before territory deployment, which shortens ramp time. Quantified customers see a 40% reduction in time to readiness. At Novartis, more than 150 new specialists practiced and completed their verbal assessments with AI roleplay, and 95% passed on the first attempt.
Recording and transcribing field conversations can capture coaching moments no manager was present for and give leaders a read on message adherence at scale. In a regulated setting, settle the governance questions up front: HCP consent, retention, access controls, data provenance, and what happens to the transcript. Practice before the call and coaching after it work together. Quantified’s Field AI, now in beta, supports AI note-taking with HCP consent, scoped to approved messages and behaviors. Where note-taking isn’t approved, an AI-assisted debrief produces the same structured CRM note.
Connect training activity to field outcomes. Leading pharma organizations track practice frequency, readiness and certification scores, message adherence, and skill progression by rep, then compare them with downstream indicators such as ramp time, message pull-through, and territory performance. AI roleplay makes this possible because every session produces structured data at the individual rep level, which manual observation can’t produce at scale. Quantified customers see 6× more rep practice and a 19% increase in good selling outcomes.
The forgetting curve, first described by the psychologist Hermann Ebbinghaus, shows how quickly newly learned information fades without reinforcement. It is why a single training event, such as a national sales meeting, produces diminishing returns unless reps keep practicing afterward. Continuous, on-demand practice, where reps revisit approved scenarios before key calls and after label changes, keeps messaging sharp across the field force.
Training, medical, legal, and regulatory teams set the approved standard. Reps learn the product, disease state, and label, then are assessed in realistic HCP conversations on message accuracy, objection handling, and compliance. Anyone who falls short gets targeted practice and a retest, and results are documented before launch. With Quantified, reps practice and certify on their own schedule: Sanofi certified 100% of a 500-rep field force within a five-day certification window with four trainers, with 80% certified within 48 hours.
They build practice and certification from MLR-approved content and score every conversation against it. In Quantified, scenarios come from content your MLR team has already approved, sessions are scored against your MLR-cleared claims, and off-label language is flagged. Each session produces a record your compliance team can review: the transcript, the scores against your criteria, and a timestamp.
It changes where manager time goes rather than removing managers. Reps do their repeated practice and scored certification in AI roleplay, so every rep gets the same standard and as many repetitions as they need. Trainers set the standard and calibrate scoring, and managers coach the specific gaps the data shows. Field AI, now in beta, extends coaching to before and after real HCP visits.
Measure demonstrated behavior, not course completion. Readiness shows up as certification against a defined standard, scores on the approved criteria that matter for each conversation, message adherence, and progress over time by rep, team, and region. In Quantified, Insights & Reporting gives training and commercial leaders those signals the same week, so they can see readiness before a launch or quarter closes.
It is when the vendor can show independent evidence. Quantified is independently audited under SOC 2 Type 2, hosts data in the US or the EU, and never uses customer data to train AI models. Simulations run on fictional HCP personas and your approved content, so no patient data is needed. See the security evidence.
Either works. White-glove service is included in every AI Roleplay program: our team builds personas, scenarios, and rubrics from your approved content, calibrates scoring with your trainers, and supports you through rollout. Teams that want to build their own use Self-Authoring, which turns approved content into roleplays and rubrics in days.
Quantified is the AI Roleplay and Sales Coaching Platform for life sciences and regulated commercial teams. Quantified is used by 55,000+ field reps at 30+ enterprise customers, including more than 10 of the top global pharmaceutical companies.