See Who’s Coachable Before You Make the Offer

Talent Acquisition pros can now introduce behavioral data into the pharma sales hiring process. Know who will develop before day one.

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Hiring pharma sales reps is one of the most consequential decisions a talent acquisition team makes. The interview tells you who prepared. Quantified tells you who will develop. By introducing AI-powered sales simulation between the recruiter screen and the hiring manager interview, you get behavioral data on every candidate, including practice frequency, improvement trajectory, and final performance score, all before a single hiring manager spends time in a room with them.
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The Problem
The Interview Only Shows You the Prepared Version
What looks like a talent problem is often a signal problem.
Pharma sales candidates prepare for interviews. They rehearse objection-handling stories. They study product pipelines. They practice their narrative. By the time they sit across from a hiring manager, the performance is polished.
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What the standard hiring process cannot evaluate is how that candidate responds when preparation runs out: when an HCP pushes back hard, when the script doesn’t land, when feedback contradicts what they thought was working. These are the moments that define rep performance. They are also the moments the interview never creates.
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The result is a persistent gap between interview performance and on-the-job development. Reps who seemed coachable in the room turn out to deflect feedback post-hire. Reps with less polish in the interview turn out to be your fastest developers. The signal is there, but the process isn’t designed to find it.

You hire top talent. So why does development take so long?

Standard hiring processes weren’t built to evaluate learning mindset. Here’s why.
  • Interview rewards preparation, not responsiveness  
  • No mechanism to test how candidates incorporate feedback
  • Hiring managers lack a consistent data baseline across candidates
  • Coachability only shows up when preparation runs out
In pharma sales, there’s no room for slow ramps. HCP conversations are high-stakes from day one. Compliance matters. Messaging precision matters. Organizations need reps who don’t just know the product on day 30. They need reps who are still getting better on day 180. The hiring process should reflect that expectation. Most don’t.
The Solution
A Coachability Signal Built Into Your Hiring Process

The Behavioral Data Talent Acquisition Needs. The Confidence Hiring Managers Want.

Quantified fits directly between the recruiter screen and the hiring manager interview. Candidates receive a 72-hour window to practice a defined sales scenario using the AI roleplay platform. There are no limits on attempts. The AI delivers specific feedback after each session. When the window closes, the hiring manager receives a structured data package before the interview begins.

This is not a separate assessment track. It’s a behavioral layer that makes every hiring manager interview more informed and more efficient.

On-Demand Practice That Reveals Learning Orientation

After passing the recruiter screen, candidates receive access to a defined sales scenario and 72 hours to practice. There is no limit on the number of sessions. Each attempt ends with AI-generated feedback that is specific, actionable, and immediately available.

What this reveals: candidates who complete multiple sessions and show improvement are demonstrating learning orientation before they ever speak to a hiring manager. Candidates who disengage after one or two attempts are providing information through that choice. Both data points matter.

The platform is built for pharma sales contexts, and scenarios are customized to the specific role being hired, not applied generically. An oncology sales rep simulation looks different from a cardiovascular one. A key account director scenario is built around different skills than an entry-level rep conversation. Whether the role spans one therapeutic area or a dozen, the scenario reflects the actual situations that candidate will encounter in the field. Every candidate in a given cohort practices the same scenario under the same conditions, creating a consistent basis for comparison across the full pool.

User interface showing Rukagen Messaging conversational call practice with a video thumbnail of a doctor, status as Keep practicing, score 3.2, last practice on June 4, 2024, and buttons for Previous Results, View Details, and Launch.
Hiring Managers Receive a Structured Data Package

Before the hiring manager interview, Quantified automatically compiles each candidate’s simulation data into a structured report. The hiring manager enters the conversation already knowing what to probe.

The report includes five components: practice count (total sessions completed), improvement trajectory (performance delta across attempts), final assessment score (composite on the last attempt), identified strengths (behaviors demonstrated consistently), and development areas (skill gaps flagged by the AI).

This changes the interview from a baseline assessment into a targeted conversation. Instead of spending 20 minutes establishing capability, the hiring manager can spend those 20 minutes on the development areas that will determine whether this rep succeeds in their first 90 days. Preparation time drops. Decision confidence goes up.

Hiring managers who use the data package consistently describe the interview as qualitatively different: more focused, more predictive, and more honest on both sides. Critically, the data surfaces dimensions the resume never could: how well a candidate engages when the conversation gets difficult, whether they can build rapport while staying on message, and whether they can advance a conversation toward a next step rather than stalling at the objection. These are the behaviors that separate average performers from top-quartile reps, and they show up in the simulation long before the first day on the job.

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A Step That Candidates Actually Complete

A common concern when adding a pre-hire step is drop-off. Will candidates engage? Will it feel like a burden that lengthens an already competitive recruiting process?

When the simulation is framed as preparation (an opportunity to practice before the hiring manager conversation), engagement is meaningfully higher than standard pre-hire assessments. Hiring teams typically see 75% of candidates completing the simulation within the 72-hour window.

The framing is deliberate: candidates are told this is a chance to get comfortable with the conversation before the interview, not a test they can fail. Candidates with high learning orientation consistently engage more. Which is precisely the signal you’re looking for.

Candidates who complete the simulation tend to show up to the hiring manager interview better prepared and more confident, a side effect that benefits the organization regardless of outcome.

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The Results
A Proven Approach to Pharma Sales Talent Acquisition

Built for Pharma. Backed by Data. Trusted by Commercial Leaders.

The organizations that hire the best pharma sales teams aren’t just sourcing better. They’re evaluating better. Quantified gives talent acquisition teams a repeatable, data-driven signal that the standard interview process was never designed to produce.

From configuring the first scenario to delivering the first data package to a hiring manager, implementation is measured in days, not quarters. The scenario is built once, deployed consistently, and generates behavioral data on every candidate who completes it, at scale and without adding to recruiter or hiring manager workload.

75%
Candidate participation rate
Hiring teams, 72-hour window
5
Data points per candidate
Practice count, trajectory, score, strengths, gaps
0
Changes to your ATS or offer process
Fits between existing hiring stages
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Trusted by Industry Leaders

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Quartz
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“Reps told us they felt more prepared walking into HCP conversations. They weren’t just certified—they were confident.”
— Kathy Driscoll, Associate Director, Brand Franchise Training, Bayer
“Quantified’s AI personas enabled us to scale our training without pulling people out of the field. Our learners loved how intuitive and customizable the tool was, and it became a key part of our accelerated training schedule.”
— Keenan Stare, Product and Disease Training Manager, Novartis
“The ability to scale training without sacrificing quality was a game-changer for us.”
— Peter Frank, Director, Cardio Renal and Women’s Health Franchise Training, Bayer
“With Quantified we really felt that we found our solution.”
— Chrissy Richards, Director of Commercial Training, Sanofi
“Quantified’s AI-driven personas changed the game for us. The tool took our training to the next level and allowed our learners to engage with the material in a way that was natural and repeatable, without feeling the pressure of in-person assessments.”
— Keenan Stare, Product and Disease Training Manager, Novartis
“It was super easy to use for the learners...the managers were able to start coaching right away.”
— Chrissy Richards, Director of Commercial Training, Sanofi
“This is the biggest sales no-brainer I’ve seen in my career.”
— Executive Director, Head of Sales Training and Development, Global Pharma Company
“It accelerated my learning significantly.”
— Learner, Sanofi
“This is transforming how we do sales management and coaching. We finally have reps doing roleplays. And the insights are driving significant growth.”
— VP, Global Sales and Customer Operations, Global Tech Company
“Quantified provides a realistic sales presentation experience. It allows our sales representatives to present and answer real questions they will encounter from our prospects.”
— Greg Tolmachoff, VP of Sales Operations, OpenLending

Frequently Asked Questions

What is AI-powered talent assessment for pharma sales?

AI-powered talent assessment for pharma sales uses a structured simulation scenario to evaluate candidate coachability and learning speed during the hiring process. Candidates practice a real sales conversation with an AI counterpart, receive specific performance feedback after each attempt, and can practice multiple times within a defined window. Their behavioral data, including practice frequency, improvement trajectory, and final performance score, is delivered to the hiring manager before the interview. The result is a coachability signal that standard interviews cannot produce.

How does Quantified fit into an existing pharma sales hiring process?

Quantified is designed to sit between the recruiter screen and the hiring manager interview as a discrete step that requires no changes to ATS workflows, offer letter processes, or interview panel structures. After a candidate passes the recruiter screen, they receive an invitation to practice a defined scenario within a 72-hour window. Candidate data is compiled automatically. The hiring manager receives a structured report before their scheduled interview. Configuration of the scenario takes days, not months.

Is this a pass/fail screening tool?

No. Quantified is a supplemental tool, not a replacement for any part of your hiring process. The decision to advance a candidate remains entirely with the hiring team. The simulation data provides an additional layer of insight: how candidates engage, how they respond to feedback, and how they handle a conversation that doesn’t go as scripted. These are signals the resume and structured interview cannot produce on their own. It is one input among several, positioned to make the hiring manager conversation more informed, not to serve as a mandatory cutoff or automated decision point.

What does the candidate experience look like?

After the recruiter screen, candidates receive an invitation to practice a sales scenario using the Quantified platform. They have 72 hours and unlimited practice attempts. After each session, the AI delivers specific, actionable feedback. The experience is framed as an opportunity to prepare for the hiring manager conversation, not a test to pass or fail. Hiring teams typically see 75% of candidates complete at least one session within the window.

How do you measure coachability in the hiring process?

Coachability is measured through behavioral observation across multiple attempts, not a single assessment point. Quantified captures practice frequency (how many sessions a candidate completed), improvement trajectory (how much their performance changed across attempts), and final assessment quality. A candidate who practices 10 times and shows consistent score improvement is demonstrating a different learning orientation than one who completes a single session. Both are data. Together, they form a coachability signal that the standard interview was never designed to surface.

What industries use Quantified for talent acquisition?

Quantified is built for industries where sales rep performance is high-stakes and communication precision matters: pharmaceutical, biotechnology, biopharmaceutical, and medical device. These industries require reps who can navigate compliant HCP conversations, handle complex objections, and adapt messaging quickly. Coachability is especially critical in these environments because product and market conditions change frequently and rep development must keep pace.

How does this fit with equal employment and fair hiring requirements?

Equal employment considerations are a legitimate priority for talent acquisition teams, and Quantified is designed to support, not complicate, compliant hiring practices. The simulation is deployed as a supplemental insight tool, not a screening gate. Every candidate in a cohort completes the same scenario under the same conditions, creating a consistent and documented evaluation baseline. No candidate is advanced or eliminated based solely on simulation data. The output informs the hiring manager conversation; it does not make the hiring decision. Organizations that have implemented Quantified position it explicitly as an additional tool to gain deeper behavioral insight alongside their existing process, surfacing how candidates engage, build rapport, and handle real sales situations, rather than relying on self-reported skills or interview performance alone.

Ready to See Who’s Coachable Before You Hire Them?