Feature · White Label AI Role-Play Platform

White-Label Platform for AI Conversation Training

Custom domain, personalized branding, multi-client capability – ideal for training providers, consulting firms, and HR platforms.

Provide realistic live audio role-plays for leadership, sales, and negotiation under your own brand. You control the domain, branding, customer access, and shared scenarios centrally, allowing your clients to start speaking-based training immediately. The real advantage lies in bridging the gap: typically, there’s a lull between two workshop sessions where no practice occurs, and the knowledge fades away. You fill this gap—without having to facilitate each session yourself or build your own role-play infrastructure.

Start conversationLeadership · Coaching: The High Performer Who Thinks Feedback Doesn't Apply to Them
Reese Campbell

Reese Campbell

Senior

  • Cross-Industry

Your task

Deliver direct feedback about the HR complaints and secure her commitment to change her communication style.

Also available:+25 more

What's inside

What White Label AI Role-Play Platform can do

Custom Branding & Domain

Make the platform a seamless part of your brand identity: customize it with your own logo, colors, and a personalized or client-specific domain.

Email communications will also be sent from your domain. This ensures that your customers perceive it as a standalone product rather than a third-party tool, which can significantly impact negotiations.

  • Custom Domain for a Consistent Brand Experience
  • Logo and color scheme tailored to your brand identity
  • Email delivery through your own sender domain

Client Management for Partners

You can set up client companies as separate entities and manage their access centrally, rather than organizing training through individual agreements.

Each client is completely isolated from the others—no customer can see the data, scenarios, or users of another. This not only simplifies the process but is also essential for effectively serving multiple corporate clients simultaneously.

  • Separate customer tenants, no mixing of data or users.
  • Central management of access and customer status
  • Structured Onboarding for New Clients

Scenario & Mode Control

You have the flexibility to choose which scenarios are visible and which training modes can be utilized for each client.

An industrial client may focus on negotiation and leadership, while a sales organization might prioritize objection handling and closing techniques. This approach eliminates the most common frustration during rollout: an overloaded dashboard where users are unsure of where to begin.

  • Targeted release or concealment of scenarios per customer
  • Customize Training Modes for Your Needs
  • Adaptation to Industry, Target Audience, and Program Scope

Your Methodology, Not Ours

The Scenario Generator is where your platform transforms into your product.

You define the context, the counterpart, and the objective – and our AI creates a playable scenario from that. This allows you to replicate the conversation logic that your clients are paying for: your phase models, your types of objections, and the products and objections of the client company. No co-creation workshop needed, no ticket required from us.

  • Create scenarios in minutes, without going through us.
  • Document your methodology and your client's products.
  • Industry-specific scenarios instead of generic standard situations

The compliance package includes

As soon as you start selling to a company, the question of data protection arises – and it’s directed at you, not us.

That’s why we provide you with all the necessary documentation: Data Processing Agreement, technical and organizational measures, and a documented list of subcontractors. Hosting is located in Germany or the EU, live audio is not stored, and manager reporting remains aggregated, ensuring compliance with labor regulations.

  • AVV, TOM, and Subcontractor List as a Complete Package
  • EU hosting, no storage of voice recordings
  • Aggregated Reporting: A Training Tool, Not a Monitoring Instrument

Quota Management

Assign usage quotas for each client company to maintain control over costs—whether for pilot programs, tiered packages, or different contract levels.

It's important to note: this is a management tool for you, not a pricing unit for your clients. Pricing conversations individually can create cost anxiety for your customers ("Can I practice that again?") and invites price comparisons with our public website. Sell programs and manage internally with quotas.

  • Allocations are assigned per client company.
  • Suitable for pilots, cohort models, and recurring programs
  • Cost management is predictable, even as your client base grows.

Partner Dashboard

In the Partner Dashboard, you can view usage and ratings across all your client accounts.

The key insight isn't about who is training the most—it's about identifying where there's no activity. Unused access points are the most common pattern following an enthusiastic demo, and the sooner you spot this, the quicker you can take action before the renewal period arrives.

  • Central overview of usage across all clients
  • Early warning for unused access instead of unpleasant surprises
  • A solid foundation for review meetings with your clients

What White Label AI Role-Play Platform looks like in the platform

Who is White Label AI Role-Play Platform for?

For users

For sales training providers looking to offer a repeatable practice program for cold calling, discovery, objection handling, or negotiation under their own brand.

For leadership trainers and organizational development consultants who want to deepen sensitive conversation scenarios such as feedback, conflict resolution, or return-to-work discussions between in-person sessions.

For HR, LXP, and enablement platforms aiming to enhance their existing offerings with voice-based AI training without the need to build a role-play infrastructure themselves.

For procurement and negotiation trainers who wish to simulate buy-side scenarios with real supplier situations faced by their clients.

For training organizations with multiple client accounts, internal trainer teams, and a need for centralized control over branding, approvals, and usage.

Typical moments for White Label AI Role-Play Platform

Other moments

After a sales training session, you provide an industrial client with a 30-day program that includes cold calling, discovery, and objection-handling conversations. This allows participants to practice what they've learned using their own language and products.

After a leadership seminar, your client can practice sensitive conversations such as performance issues, criticism, or returning from illness in a risk-free environment before the actual discussions take place.

You’re pitching to a new client and instead of using slides, you showcase a pre-filled demo experience on your domain, allowing the customer to engage in a relevant industry conversation themselves.

You can manage multiple corporate clients simultaneously, providing each client with tailored scenarios and training modes without the need for complex operational processes.

Extend coaching between live sessions, allowing participants to practice independently before negotiations or feedback conversations—and you can track their progress in the dashboard to see if they are actively engaging.

Transform recurring training requests into a digital product that is centrally managed yet delivered in a distinct brand environment for each client company.

Scenario examples

Example scenarios for White Label AI Role-Play Platform

The examples show concrete conversation situations across multiple training areas.

12 scenarios

Training area

Context

Emily Parker

Emily Parker

Midmarket CEO

SalesFinancial ServicesDiscoveryCall back laterMid-market CEO

In your last phone call slot before lunch, Emily Parker picks up fast. She says she is open, but wants to know if the price is even in the ballpark.

What you'll practise

  • Price needs a value frame
  • Probe decision timing early
  • Secure a concrete follow-up
„I’m not wasting time on another expensive engagement.”

In the appScenario pre-filled, fully editable

Lucas Roberts

Lucas Roberts

Junior with high expectations

LeadershipSoftware & SaaSObjection handling

Two days into a new priority cycle, Lucas arrives at your meeting room with a ready agenda. He immediately pivots to his own urgent topic and expects the discussion to follow him.

What you'll practise

  • Hold the shared meeting purpose
  • Set boundaries without cutting off
  • Agree one concrete next behavior
„I came prepared, so let’s stick to the real issue first.”

In the appScenario pre-filled, fully editable

Alex Taylor

Alex Taylor

Midmarket CFO

SalesConsulting & Professional ServicesFeedbackconversationCompliance reasonsMid-market CFO

The line clicks just as the steering committee calendar changes for next week, and Alex answers. He starts by pushing back on who is accountable for the outcome, sounding personally uneasy.

What you'll practise

  • Find the real decision owner
  • Handle authority denial calmly
  • Set a next call with the decider
„If I agree, it has to be on the right desk.”

In the appScenario pre-filled, fully editable

When White Label AI Role-Play Platform fits — and when it does not

Fits when …

A great fit if you want to sell conversation training under your own brand or integrate it into an existing training, consulting, or platform offering.

A great fit if you need to centrally manage multiple client accounts while keeping scenarios, access, and modes distinctly separated for each customer.

A great fit if you want to evolve your business from one-off workshops to a recurring digital training product.

Does not fit when …

you only want to train a single internal team without partner, customer, or multi-client logic – a direct team setup would be more suitable for that.

you're looking to resell individual conversations at a per-session price. This rarely works economically and encourages your clients to compare prices with our public website.

you're expecting a fully customizable software solution with arbitrary logic or require a self-hosted operation within your own infrastructure.

How Careertrainer is built

Practice, not courses. Careertrainer.ai trains conversations. E-learning and courses are the better choice for transferring knowledge.

Simple, so people use it. Ready in minutes, in the browser, without an IT project. Sessions of 5–15 minutes fit into any working day.

Leading language models, not an in-house model. Careertrainer.ai integrates leading models from external providers and switches when a better one becomes available. The subprocessors list shows which providers are used.

Frequently asked questions about White Label AI Role-Play Platform

Who can benefit the most from white-label AI conversation training?

White-label solutions are particularly beneficial if you plan to use conversation training not just internally, but also as a service offered to your clients.

Typical scenarios include sales training providers, leadership coaches, talent development consultants, HR platforms, and sales enablement partners with multiple client accounts.

The fit is especially strong if you have recurring training opportunities: after workshops, between coaching sessions, before important client meetings, or as a digital component in academy and platform models. This transforms one-time knowledge transfer into an ongoing practice experience.

White-label solutions are less practical if you only intend to train a single internal team. In that case, a direct team setup without partner logic is the simpler approach.

How should we price this for our customers?

The most important recommendation first: Avoid selling individual conversations at a per-session price.

This is the most common mistake in the partner channel, and it has two consequences. First, pricing per conversation creates cost anxiety for participants—they hesitate to practice a challenging conversation again, and repetition is the core of effective training. Second, a per-session price invites your customers to directly compare with our public website, and this comparison rarely works in your favor.

What works: Integrate the training into a comprehensive program and price it as a whole. For example, a three-month leadership program with two in-person sessions and accompanying practice. An onboarding package for each sales cohort. An annual package for each client company. This way, the customer is purchasing an outcome, not just conversation minutes.

The quotas on the platform remain your internal management tool for planning costs—they are not the unit you sell externally.

What do we say when our customer inquires about data protection and data processing agreements (DPA)?

This question often arises when a corporate client gets serious—and it’s directed at you, not us.

That’s why we provide you with all the necessary documentation: Data Processing Agreement, details on technical and organizational measures, and a list of our subcontractors. You can easily pass this on to your client or their data protection officer without needing to conduct your own research.

The key points that are typically scrutinized include: hosting in Germany or the EU. Live audio is processed in real-time, and voice recordings are not stored—only the transcript remains for feedback. Manager and HR reporting is aggregated, ensuring that there are no personally identifiable conversation records.

The last point is crucial for companies with co-determination: Careertrainer.ai is designed as a training tool, not a monitoring instrument. This clear distinction is essential for obtaining approval from works councils for a rollout.

Can we self-host Careertrainer.ai on our own infrastructure?

No.

White-label yes, self-hosted no – this is a deliberate architectural choice, not a negotiation stance.

The reason is practical: the platform thrives on continuous development of models, scenario logic, and evaluation systems. A self-hosted instance would be cut off from this development and would quickly become an isolated solution that we could no longer support effectively. This would be a worse deal for you as a partner, even if it seems easier in the short term for sales.

What this concern usually addresses is data sovereignty – and there’s a better solution than self-hosting: EU hosting, data processing agreements, documented subcontractors, and no storage of voice recordings. In the vast majority of cases, this meets the underlying requirements behind the question.

How do we ensure that access for our clients is fully utilized?

This is the most honest and important question on this page, and we won’t sugarcoat it.

The most common pattern in the partner channel is not rejection, but enthusiasm without follow-through: You showcase it, the client is impressed, access is rolled out – and then nothing happens. The reason isn’t the quality. Practicing is valuable, but it’s never urgent, which means it loses every prioritization battle against day-to-day operations.

Experience shows that three things help the most. First: Tie the practice to a real event. “You have a difficult conversation next week; practice it now” has a much stronger impact than an open platform access. Second: Provide a finite, assigned program instead of an open catalog – five conversations in three weeks is far more effective than “practice whenever you want.” Third: Ensure that something is available upon first login. A blank dashboard prompting users to create their own scenario is the quickest way to lose someone – whereas a pre-filled scenario with a sample conversation and evaluation delivers that “aha moment” within the first few minutes.

In the partner dashboard, you can quickly see where nothing is happening. This is the point where you can intervene before the renewal is due.

Can we create our own scenarios using our own methodology?

Yes, and this is where your platform transforms into your product.

With the scenario generator, you can outline the context, the role of the counterpart, the objective, and typical objections—resulting in a playable scenario. No programming, no tickets required, and no co-creation workshops needed.

The true value lies in the context of your customer. When the AI persona utilizes the actual products, objections, and language patterns of the client company, it creates a moment that no demo can replicate: “They truly understand us.” A generic scenario may suffice for demonstration purposes, but industry relevance drives decision-making.

At the same time, you can embed your own methodology—your phase logic, objection types, and evaluation focuses. This ensures that what your clients pay you for remains prominently featured in the product.

What is the typical process for starting as a white-label partner?

Getting started is simpler than a traditional IT project.

First, we’ll clarify how you want to use Careertrainer.ai: as a standalone training product, as a complement to workshops, or integrated into an existing HR or enablement platform. This isn’t just a formality—the answer significantly impacts branding, scenario selection, and contract structure.

Next, we’ll establish branding, domain setup, tenant structure, and the initial approved scenarios. After that, you’ll set up your first client companies, assign access, and define which training modes are available for each tenant.

Our recommendation: Start with a well-defined use case, such as objection handling, discovery, or challenging employee conversations. A focused, well-constructed use case sells better than a broad catalog where no one knows where to begin.

Is the white-label solution more than just a chatbot with your own logo?

The difference is evident within the first minute.

Careertrainer.ai is not just a text interface with your logo; it’s live audio: Your customers engage in real conversations with psychologically designed AI characters that respond to tone, timing, and pressure without backing down just because someone is persistent.

Additionally, the evaluation architecture sets us apart: one AI plays the role of the counterpart, while a second independently assesses the interaction. A single chatbot that plays both roles and then grades itself provides friendly but unreliable judgments—this is where proving real change in your participants falls short.

Operationally, the distinction is equally clear: client capabilities, scenario approvals tailored to each customer, a partner dashboard, and a comprehensive compliance package. This is what transforms a tool into a marketable product.

What sets this apart from seminars, e-learning, or traditional role-playing?

Seminars and coaching sessions are excellent for structuring, methodology, and reflection.

However, the challenge arises afterward: participants know what they should do, but they rarely practice under realistic pressure. There’s a gap between workshop sessions where the knowledge fades away – and that’s where you come in.

Unlike traditional e-learning, our platform facilitates real conversations rather than passive reading or clicking. Unlike manual role-plays, there’s no need to schedule sessions or have a trainer present for every interaction – and your participants won’t hold back because their conversation partner is from their own team.

It's crucial for your positioning: this doesn’t replace you; it enhances your impact. The workshop remains the space for methodology and reflection, while the platform is where participants actively apply what they've learned between sessions.

What prerequisites should we have as a partner?

What you need is a clear training objective and a suitable offering where AI role-play scenarios can seamlessly integrate—be it a workshop follow-up, a coaching program, an academy, or a platform module.

You don't need to set up your own AI infrastructure.

It's beneficial to know your target audience—whether it's sales leadership, executives, or procurement—and to have a preliminary set of scenarios in mind that you want to implement.

An internal product team is not necessary. What matters more is your mindset: Do you view conversation training as an ongoing product or a one-time event? Only in the former case does white-labeling truly leverage its potential.

How do we manage different customers, scenarios, and usage rights?

This is where our client logic comes into play.

You can create separate profiles for client companies and specify which scenarios are available, which training modes can be used, and what resources are allocated for each client. No customer has access to the data, users, or scenarios of another.

This is particularly important when you manage different industries or contract levels. One client may only receive leadership scenarios, while another might also have access to sales and negotiation training. This keeps the offerings clear for each client and ensures a focused learning environment rather than an overwhelming one.

For you, this means fewer manual exceptions to handle. For your clients, it ensures they only see what is specifically intended for them.

How do we assess budget and selection for a white-label project?

Consider white-label solutions not just as a software option, but as a product decision.

The key factor is whether you have recurring training opportunities, multiple client instances, and an offering that is significantly enhanced through speech-based practice. This creates more leverage than a one-time license for internal training.

When selecting a solution, focus on four key aspects: true client capability instead of mere user management; realistic live conversation simulations rather than static content; centralized control over scenarios and approvals; and a setup that can be initiated without a large IT project.

On the other hand, if your goal is simply to deliver knowledge content or distribute individual test accesses, a white-label solution may be overkill. The best fit arises when it can evolve into a recurring client offering.

Related features

Other features from Careertrainer.ai

Discover more features that fit this topic.

Account & Security with Real Control
LeadershipSales

Account & Security with Real Control

When you train with realistic AI role-plays, it's essential that not only the conversations are on point, but also the surrounding conditions. Careertrainer.ai gives you control over sensitive access through two-factor authentication, ensures linguistic compatibility in the DACH region with language and dialect options, and manages the entire lifecycle of your account, including complete deletion. This is particularly important for individuals looking to get started quickly, teams managing multiple roles, or companies and partners prioritizing robust security and self-management features before a rollout.

AI Coach
LeadershipSales

AI Coach

Before important conversations, there is often a lack of a clear next practice step, and after the role play, questions about the evaluation remain open. Four AI coaches accompany you via voice or text, clarify the situation, and build a suitable role play after your confirmation. Afterwards, you discuss the evaluation results, criteria, transcript, and professional tips, and track up to three focus competencies.

AI Role Plays for Difficult Conversations
LeadershipSales

AI Role Plays for Difficult Conversations

Before a difficult conversation, there is often no opportunity to practice your opening under realistic pressure. In a spoken role-play, an AI character responds to your arguments; a conversation lasts 5–15 minutes. Afterwards, a second AI evaluates the transcript with quotes, and you can repeat the same situation as many times as you like.

Company Profile: AI Role-Playing Games with the Knowledge of Your Company
LeadershipSales

Company Profile: AI Role-Playing Games with the Knowledge of Your Company

If practice cases miss the offer, customer types, and tone of conversation, the connection to your own company is lacking. The profile organizes confirmed company knowledge for all four training areas and feeds it into the scenario generator, conversation figure, and evaluation. Only after your confirmation do profile contents flow into the training and shape conversations with the context of your company.

Try White Label AI Role-Play Platform now

Start your first AI role-play and practice the exact situation you need next.