Recourse AI offers “life-science-grade AI for HCPs and Field Teams,” built around what it calls “Voice AI Partners” for HCP engagement.1 Quantified is the AI Roleplay and Sales Coaching Platform for life sciences and regulated commercial teams, built for one outcome: reps certified on demonstrated behavior, scored against your own approved criteria. Quantified is used by 55,000+ field reps at 30+ enterprise customers, including more than 10 of the top global pharmaceutical companies. Run both on your own approved content.
Each vendor in its own words, with Recourse AI’s quoted and footnoted to the source ledger. Both offer AI roleplay, feedback, and certification for life sciences teams. The difference is a design choice: one conversational AI engine for HCP, patient, and field-team engagement, or a platform that goes deep on getting life sciences reps practiced, coached, and certified on your approved content.
Recourse AI’s public pages describe compliance as guardrails on the AI itself: “proven life science AI and guardrails,” with an expert persona whose “guardrailed AI” is built to “offer the right response, every time.”2 Quantified scores what your rep says. Compliance AI checks every session against your MLR-cleared claims, and off-label language fails the scenario.
Ten areas buyers actually evaluate. Where a capability is not publicly documented, we say so rather than assume it is absent.
| Evaluation Area | Quantified | Recourse AI |
|---|---|---|
01 Platform Focus | The AI Roleplay and Sales Coaching Platform for life sciences and regulated commercial teams: realistic practice, coaching, certification, and compliance scoring on one Adaptive AI engine, with white-glove service included. | Recourse AI offers “life-science-grade AI for HCPs and Field Teams,”1 spanning internal capabilities (“AI Coaching, Role play, and Assistants”) and HCP and patient engagement through “AI Experts, Patients and KOLs.”2 It also serves institutions and health systems with workforce and student training.1 |
02 Published Customer Results | Named pharma customers with measured outcomes. Sanofi certified 100% of a 500-rep field force in five days. Novartis reached a 95% first-time pass rate across 150+ sales specialists. Bayer certified 500+ reps at a 97% mastery rate. | Recourse AI’s life sciences page cites a 36% “Improvement rate,” a 93% “Replay rate,” and “>10k” interactions,2 and features customer stories in dermatology education and oncology launch training.1,2 The customers and measurement behind these figures are not stated on recourseai.com as of Oct 20, 2026 |
03 AI Roleplay | The most realistic roleplay for life sciences: lifelike video avatars that respond in under a second and react to the visual aids reps share on screen. Personas range from HCP archetypes by specialty to payers and formulary committees, multi-persona roleplay puts several stakeholders in one conversation, and practice runs in 40+ languages. | Recourse AI promises “the most realistic, dynamic role play simulations,” with “real-time avatars in any language,” and personas defined “across any specialty or therapeutic area.”3 Its AI Companions page cites “conversational learning across 30+ languages.”4 Multi-persona roleplay and avatars that react to on-screen visual aids are not publicly documented on recourseai.com as of Oct 20, 2026 |
04 Scoring and Feedback | Every session scored against your own approved criteria and exemplars, calibrated with your trainers so scores match how your best people grade; the AI does not generate the rubric. Reps get scored feedback right away, in a judgment-free space to practice. | Recourse AI gives “instant, personalized insights on every interaction with custom grading rubrics and checklists,” “Aligned to your training frameworks and best-practice models” and covering “domain knowledge, communication skills and EQ.”3 |
05 Readiness and Certification | Certification gates on demonstrated behavior, not course completion, and it moves at launch speed: Sanofi certified 80% of a 500-rep field force within 48 hours. Leaders see readiness and message mastery the same week, and every certification leaves a record a reviewer can open. | Recourse AI supports “scalable certification programs and dynamic leaderboards to drive motivation, track advancement, and accelerate readiness.”3 |
06 Coaching and Field Execution | Coaching is built in and tied to where each rep is slipping: Adaptive AI personalizes coaching by role, experience, and proficiency, and Sanofi’s managers “were able to start coaching right away.” Field AI, in beta and scheduled for Q4 2026 release, adds pre-call briefs, practice on the go, and a debrief after every HCP visit, and reads from and writes to Salesforce Life Sciences Cloud and Veeva. | “An AI Coach in Your Pocket” offers “24/7 proactive coaching from your personal AI agent,” and reps can “Record and share your interactions or watch experts in action,” with time-stamped comments.3 |
07 Compliance | Compliance AI scores every session against your MLR-cleared claims, with nine pre-built rules across claims, safety, and conduct. Off-label language fails the scenario, scoring updates when labels change, and reviewers see adherence patterns across teams instead of reading transcripts. | Recourse AI describes “The conversational, compliant AI engine for life sciences,” built on “proven life science AI and guardrails.”2 Scoring each rep’s session against MLR-cleared claims is not publicly documented on recourseai.com as of Oct 20, 2026 |
08 Authoring and Administration | Our team builds your personas, scenarios, and rubrics from approved content, and for a new indication turns final changes around within 24 hours of approval. Prefer to build in-house? Self-Authoring turns approved content into roleplays in days, with MLR review as a structured step. | Recourse AI’s team scopes, builds, and launches each program, with “AI Human development and sign off from key stakeholders via their live review environment.”2 Teams can also design role plays “leveraging domain-specific templates for fast, seamless creation.”3 |
09 Pricing and Services | One price at signing, scoped to your field force and the capabilities you need. Practice isn’t metered and there are no overage charges. White-glove builds, scoring calibration, and rollout support are included in every AI Roleplay program. | Recourse AI lists “strategy consulting, medical writers, dedicated success and integration teams, and tailored onboarding” among its services.3 Pricing and what it includes not published on recourseai.com as of Oct 20, 2026 |
10 Security and AI Architecture | A fine-tuned private model with an MLR-aware governance layer, built for regulated environments, not adapted from horizontal AI. SOC 2 Type II and pharma-grade security; customer data is never used to train public models. | Recourse AI cites “Highly secure cloud infrastructure, rigorous compliance standards, and responsible data practices,” including “zero data retention,”3 and a “model-agnostic architecture to prevent LLM lock-ins.”4 Named security certifications (for example, SOC 2 or ISO 27001) are not listed on recourseai.com as of Oct 20, 2026 |
Comparison based on publicly available information as of October 20, 2026. Capabilities not publicly documented may still be available. Ask the vendor to demonstrate them.
Both platforms offer AI roleplay, feedback, and certification for life sciences. If certifying a commercial field force is the job, start with the column on the left.
Each answer stands on its own and links back to the evidence in the comparison table.
Recourse AI’s team builds each program with you, from scope to launch, and lists “strategy consulting, medical writers, dedicated success and integration teams, and tailored onboarding.”2 Recourse AI does not publish its pricing, so whether that work is included is not stated. Quantified includes white-glove service in every AI Roleplay program. Our team brings what we’ve learned from programs at the world’s largest pharmaceutical companies, builds personas, scenarios, and rubrics from your approved content, calibrates scoring with your trainers, and turns final changes around within 24 hours of approval, at one price known at signing.
Recourse AI promises “the most realistic, dynamic role play simulations,” with “real-time avatars in any language” and personas defined “across any specialty or therapeutic area.”3 Quantified builds every persona and scenario from your approved content and puts more of the real call in the room: lifelike video avatars that respond in under a second, react to the visual aids reps share on screen, and bring several stakeholders into one conversation, from HCP archetypes by specialty to payers and formulary committees.
Recourse AI’s public pages describe compliance as guardrails on the AI: “proven life science AI and guardrails,” and an expert persona whose “guardrailed AI will offer the right response, every time.”2 That keeps the AI on-message; it does not, on its own, show whether your rep stayed on-label. Quantified runs compliance as its own layer. Compliance AI scores every session against your MLR-cleared claims, with nine pre-built rules across claims, safety, and conduct. Off-label language fails the scenario, and every session produces an audit-ready record.
Recourse AI’s life sciences page cites a 36% “Improvement rate,” a 93% “Replay rate,” and “>10k” interactions, without naming the customers or programs behind them.2 Quantified publishes named results from pharma field forces: Sanofi certified 100% of a 500-rep field force in five days, Novartis reached a 95% first-time pass rate across 150+ sales specialists, and Bayer certified 500+ reps at a 97% mastery rate.
Realistic practice on your approved content, scored the same way for every rep, with a record for every session.
Ours included. Not what the deck says: what the product does, on your content, in the demo.
Six working tools for life sciences training teams, from use case to success criteria, including a vendor scorecard you can run on any platform on this page.
Get the Pilot GuideResults across Quantified customers. These are not comparative results.
With Quantified we really felt that we found our solution.
Short answers for teams with Quantified and Recourse AI on the same shortlist.
Quantified is the AI Roleplay and Sales Coaching Platform for life sciences and regulated commercial teams.
Recourse AI offers “life-science-grade AI for HCPs and Field Teams,” spanning field-team role play and coaching, AI tutors, and HCP-facing AI experts and patients.1,2 Quantified goes deep on readiness for life sciences and regulated commercial teams: every session is scored against your own approved criteria and your MLR-cleared claims, certification gates on demonstrated behavior, and white-glove builds are included. The table above sets out what each vendor publicly documents.
Yes. Recourse AI’s Role Play & Coaching page offers role play with “real-time avatars in any language” and feedback from “custom grading rubrics and checklists,” per the page captured October 19, 2026.3
No. As of October 20, 2026, recourseai.com does not publish pricing or a pricing model. Before you compare, ask for total year-one cost at expected usage, and whether scenario builds, rebuilds after a label change, and scoring calibration are included.
One price at signing, scoped to your field force and the capabilities you need. Practice isn’t metered and there are no overage charges. 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. Self-Authoring is available when your team wants to build its own.
Sanofi certified 100% of a 500-rep field force in five days with four trainers, with 80% certified within 48 hours. Novartis reached a 95% first-time pass rate across 150+ sales specialists. Bayer certified 500+ reps at a 97% mastery rate.
Quantified integrates with LMS platforms so certification and readiness data reach the systems your teams already use. Field AI, in beta and scheduled for Q4 2026 release, reads from and writes to Salesforce Life Sciences Cloud and Veeva.
For pharma teams that want reps practiced, coached, and ready for the field, Quantified. It goes deep where readiness is decided: the most realistic AI roleplay in any persona, coaching built in, certification that gates on demonstrated behavior, and every session scored against your own approved criteria and MLR-cleared claims. White-glove service is included at one price known at signing, so you get a partner that builds the program with you, and Sanofi, Novartis, and Bayer have published measured results. Recourse AI fits teams that want one AI vendor for HCP-facing education and digital expert personas alongside field-team practice.
From each vendor’s publicly available materials, captured and dated in the source ledger below. Where a capability is not publicly documented we say so rather than assume it is absent. Every ledger row is re-verified quarterly, and we correct errors on request.
| # | Source | Type | Captured | Verified |
|---|---|---|---|---|
| 1 | Recourse AI homepage recourseai.com | Homepage | Oct 19, 2026 | Oct 20, 2026 |
| 2 | Recourse AI Life Sciences page recourseai.com/customers/pharma-devices | Solution page | Oct 19, 2026 | Oct 20, 2026 |
| 3 | Recourse AI Role Play & Coaching page recourseai.com/platform/ai-role-play-coaching | Product page | Oct 19, 2026 | Oct 20, 2026 |
| 4 | Recourse AI Companions page recourseai.com/platform/ai-companions | Product page | Oct 19, 2026 | Oct 20, 2026 |
Bring a real HCP objection and an approved messaging guide. We will show you the roleplay, the score against your own criteria, and the record your reviewer would open.
