We analyzed 2,100+ custom AI roleplays: the conversations employers and universities are training for in 2026.
What do organizations actually want their people to get better at?
Surveys can tell you what L&D teams plan to prioritize. But we wanted to see what happens when teams can build any practice conversation they like, in their own words, for their own context.
So we looked at the custom AI roleplays created in Roleplay Studio. For this analysis we focused on 2,100 roleplays built by employers and educational institutions since the launch, in more than a dozen languages, and grouped them by the conversation being practiced.
The result is a picture of the moments that matter most at work and in education right now. It is also a reminder that the conversations people find hardest are rarely the ones in an off-the-shelf course library.
Managing people is where both worlds meet
Employers and universities build very different roleplays. Companies focus on customers, sales, and compliance. Universities focus on careers, clinical skills, and assessment.
But two conversation types rank in the top five of both lists:
- Managing people: addressing underperformance, giving feedback, and coaching.
- Influencing others: making a case to senior stakeholders, pushing back, and speaking up.
Businesses are training their current managers for these conversations, and business schools are training their future ones. That tells us these are foundational skills, not niche ones, and they are among the hardest to learn without practice.
Top 10 conversations employers are training on
These are ranked by how widely each conversation type appears across the organizations in our data. We have also noted where a type punches above its weight in practice sessions.
1. Handling customer complaints and de-escalation
This is the single most practiced conversation type in the workplace, accounting for 22% of all 2026 practice sessions. Teams in retail, banking, telecoms, insurance, and the public sector are rehearsing what to say when things go wrong.
Scenarios we saw: a bank’s systems going down during urgent payments, a denied product return, a broadband outage, an unexpected credit card fee, and an upset patient in a hospital waiting room.
2. Consultative sales and discovery
Sales roleplays make up 15% of all employer roleplays, more than any other type. Most of them aren’t about pitching. They’re about asking better questions, uncovering needs, and handling objections.
Scenarios we saw: underwriters meeting brokers, medical device reps discussing clinical evidence with physicians, hotel teams winning group bookings, and customer service agents turning a billing call into a sales conversation.
3. Managing underperformance
This is the classic difficult conversation, and it is everywhere. These roleplays give managers a safe place to practice staying clear, fair, and empathetic when the stakes feel personal.
Scenarios we saw: repeated lateness, attendance and appearance policy issues, missed targets, performance improvement plans, turning down a promotion, and communicating a redundancy.
4. Coaching, feedback, and development conversations
Not every manager conversation is a difficult one. Many organizations are building roleplays for regular one-to-ones: career development discussions, annual reviews, recognizing good work, and coaching someone to find their own solution.
Several customers built these around their own internal frameworks, such as SBI, GROW, or company-specific models, which is exactly where custom scenarios beat generic content.
5. Influencing stakeholders and managing up
These roleplays focus on conversations where you don’t have authority but still need a “yes.”
Scenarios we saw: securing executive approval for a supplier change, presenting a business update to leadership, turning HR data into a story for a business leader, and pushing back on an unrealistic request from a senior partner.
6. Supporting people in crisis or distress
Crisis roleplays account for 8% of employer roleplays but 16% of practice sessions. When organizations build these, their people use them heavily.
Scenarios we saw: suicide risk assessment, psychological first aid after a disaster, end-of-life care conversations, supporting flood-affected residents, and helping customers in financial hardship. Healthcare, emergency services, and public bodies lead the way here.
7. Negotiation
Negotiation makes up 8% of employer roleplays, with a strong focus on procurement. Buyers rehearse supplier renewals, single-source contracts, and cost reduction talks, often with detailed commercial context built into the scenario.
Scenarios we saw: software license renewals, energy supply contracts, liability and jurisdiction clauses, insurance premium increases, and salary negotiations.
8. Facing regulators, auditors, and the media
These are the high-stakes moments that are rare in real life but carry serious consequences when they go badly. Pharmaceutical, financial services, and public sector organizations are the heaviest builders.
Scenarios we saw: FDA inspection interviews, GMP audit readiness, compliance exams, meetings with regulators about audit gaps, and hostile media interviews after an incident.
9. Leading change and AI adoption
This category barely existed a few years ago. Now organizations are building roleplays to prepare people for conversations about AI.
Scenarios we saw: reassuring an anxious employee that AI will change, not replace, their role; encouraging a skeptical colleague to try a new AI tool; making the case for AI investment to a doubtful CEO; and explaining to a loyal customer how AI will improve their service.
10. Peer conflict and employee relations
These roleplays cover disputes between colleagues and across teams, including unfair workloads, breakdowns in communication between departments, and team members raising union concerns. They make up a small share of roleplays but 8% of practice sessions.
Also notable: hiring interviews, supporting sensitive disclosures (harassment, disability, returning to work after illness), speaking up about safety, and working across cultures.
Top 10 conversations students are practicing
In education, roleplays often sit inside a course, where they are used for practice, assessment, or both. Here is what students are rehearsing.
1. Managing people: feedback, performance, and change
This is the most widespread student conversation type. Business schools and management programs are giving students early practice with the conversations they will face as new managers.
Scenarios we saw: addressing an employee’s repeated lateness, handling disputed expenses, coaching a newly promoted team leader, and leading a resistant team member through change.
2. Job and admissions interviews
Interview practice spans internships, graduate roles, and program admissions, including multiple mini interview (MMI) practice for health professions courses.
Scenarios we saw: mock interviews for audit, finance, marketing, and HR internships, competency-based interviews using STAR, and interviews delivered in the student’s target language.
3. Pitching and presenting ideas
Pitch roleplays make up 8% of student roleplays but 17% of practice sessions. The most-practiced roleplay of 2026 in our entire dataset is an elevator pitch to an investor.
Scenarios we saw: startup pitches to investors, incubator panels, consulting proposals to client executives, and research pitches for funding.
4. Influencing stakeholders and speaking up
Students are practicing how to challenge ideas respectfully and how to hold their ground on ethical decisions.
Scenarios we saw: a junior analyst raising concerns about a flawed strategy, flagging project risks to a lead, advising a CEO who is resistant to change, and responding to pressure to inflate revenue numbers.
5. Clinical consultations and history-taking
By volume, this is the biggest student category by far, accounting for 21% of student roleplays and 23% of practice sessions. Medical, dental, nursing, physiotherapy, occupational therapy, and pharmacy students are using AI patients to practice taking histories and explaining diagnoses.
Scenarios we saw: patients with headaches, chest pain, and abdominal pain; parents of children with fever or asthma; anxious dental patients; and older patients living alone.
6. Negotiation
Negotiation roleplays turn classroom theory, such as BATNA and principled negotiation, into a live conversation.
Scenarios we saw: buying a used car, founders agreeing equity splits, negotiating a job offer, B2B procurement, and allocating a student club’s budget.
7. Psychology, counseling, and social work interviews
Students in helping professions practice building trust and gathering sensitive information with clients and families.
Scenarios we saw: first counseling sessions, interviews with parents about a child’s behavior, school psychology cases, and handling a family member’s request for confidential information.
8. Teacher conversations with parents, pupils, and trainees
Teacher education programs are building roleplays for the conversations that happen outside the lesson itself.
Scenarios we saw: parent meetings about behavior or bullying, restorative conversations with pupils, and giving feedback after a lesson observation.
9. Oral exams and project defense
This is a distinctly academic use case. An AI examiner asks follow-up questions, and the student has to explain and defend their thinking out loud.
Scenarios we saw: thesis and research project defenses, oral exams on course theory, and defending a design decision to an expert panel.
10. Peer, team, and student-life conflict
Not every conversation is about a future career. Some institutions are using roleplays to help students handle the conversations they’re having right now.
Scenarios we saw: roommate disagreements, group project members not pulling their weight, club leadership disputes, and resident assistants supporting students in distress.
Also notable: customer service, sales, legal advocacy (cross-examination and client interviews), media interviews, and diversity and inclusion conversations.
Employees vs. students: where they overlap and where they differ
| Employers | Students | |
|---|---|---|
| Most practiced | Customer complaints (22% of sessions) | Clinical consultations (23% of sessions) |
| Shared top-five themes | Managing people; influencing stakeholders | Managing people; influencing stakeholders |
| Core focus | Doing the job: customers, sales, compliance | Getting the job: interviews, pitches, exams |
| High-stakes moments | Regulators, auditors, media, crisis support | Oral exams, admissions interviews, investor pitches |
| Emerging theme | Conversations about AI and change | Speaking up and ethical dilemmas |
Students rehearse getting in; employees rehearse doing the job
Interviews, pitches, and exam defenses make up 21% of student roleplays and 28% of their practice sessions. For employers, the focus is squarely on the front line: customer complaints and sales together account for 39% of all practice sessions.
Both are training for the moments that can’t be rehearsed on the job
Whether it’s an FDA inspector, a patient at risk of suicide, or an investor who has heard a hundred pitches, both groups are using roleplay for conversations that are too rare, too sensitive, or too high-stakes to learn by trial and error.
Context is everything
Most of the roleplays we analyzed were built around a specific product, policy, framework, or situation, often with named characters and realistic details. That is the real value of custom scenarios. A generic “difficult conversation” module can’t replicate your return policy, your compliance process, or your patient case.
Build the conversations your people actually need
The conversations that matter most in your organization probably aren’t in anybody’s library. They’re specific to your customers, your policies, and your people.
With Roleplay Studio, you describe the conversation, and it drafts the full roleplay: the situation, the AI character, and the scoring criteria. Your team can edit it, assign it, and roll it out in minutes, with no coding or instructional design experience needed.
