Sales Effectiveness

Agent assist vs AI roleplay: what each one fixes on a contact-centre floor

Agent assist vs AI roleplay: what each one fixes on a contact-centre floor

Agent assist vs AI roleplay: what each one fixes on a contact-centre floor

Nikita Jain

Introduction

Eubrics explains real time agent assist supports an agent during a call, while AI roleplay builds skill before it, so they solve different problems. Eubrics sells AI sales roleplay software and live in-call guidance. Our web searches on October 26, 2026 found no study comparing the two in contact centers, so the right first buy depends on your problem.

By Nikita Jain,

Key takeaways

  • As of October 26, 2026, NiCE’s page describes real time agent assist as help during a live interaction.

  • As of October 26, 2026, Eubrics describes AI roleplay as practice before live calls.

  • Our web searches on October 26, 2026 found no study comparing assist with practice in contact centers.

  • One NBER study of a chat assistant found the largest gains for less experienced agents.

Contents

What is real time agent assist?

Is agent assist the same as training?

What is AI roleplay practice good at, and where does it fall short?

Should a contact center buy real time agent assist or simulation first?

How do assist and practice work together, and what is the risk of over-relying on prompts?

Frequently asked questions

Conclusion

What is real time agent assist?

Real time agent assist is software that helps an agent during a live customer interaction. As of October 26, 2026, NiCE’s guide page describes real-time agent guidance as AI-powered assistance delivered during an active interaction, where the system listens to or reads the conversation and surfaces information or actions. That is a vendor’s definition. On the same date, Level AI’s product page described in-call guidance, next-best actions, knowledge articles and suggested words during live calls and chats.

Eubrics is an AI sales roleplay and sales coaching platform for enterprise sales teams, in the words of its home page. On its AI Sales Roleplay Bots page, Eubrics describes AI sales roleplay as a training method where reps practice real conversations with AI bots that simulate customer personas, objections and scenarios.

How we checked: vendor claims are what each vendor’s own page says on October 26, 2026, the day we opened every source. We read Murthy et al. and Parasuraman and Manzey as abstracts, and the NBER working paper in part. Eubrics did no hands-on testing of any assist product, and the table is not a ranking. Our web searches that day for a study comparing assist with practice in contact centers returned SSRN, NBER, arXiv, ACM and INFORMS pages. We did not search each database directly, so we may have missed a study.

Assist and practice at a glance

Point

Real time agent assist

AI roleplay practice

Basis

When it is used

During a live interaction (NiCE, October 26, 2026)

Before live calls (Eubrics home page, October 26, 2026)

Sourced

What it is built to help with

Knowledge, next steps, compliance prompts (NiCE and Level AI, October 26, 2026)

Rehearsing real conversations with AI customers, with feedback (Eubrics product page, October 26, 2026)

Sourced

What it does not do

Give repeat attempts at a situation before a live customer

Help in the moment; a practice call is not a live call

Our reading

What independent research we opened states

Chat assistant, one firm: largest gains for less experienced agents (Brynjolfsson, Li and Raymond, NBER working paper, 2023)

Simulation training outperformed roleplay training on call accuracy and speed in a field study at two Fortune 50 call centers (Murthy et al., 2008; abstract read)

Sourced

Evidence gap

No comparison with practice found in our October 26, 2026 searches

Same

Our reading

Is agent assist the same as training?

No. Real time agent assist works inside a live call, while practice happens before one. NiCE and Level AI both describe assist in training or onboarding terms. As of October 26, 2026, NiCE’s guide page says guidance can reduce what new employees must memorize, and Level AI’s product page says its assist helps accelerate onboarding. Our reading: both kinds of tool can be sold as call center AI coaching, which can blur the line for buyers. Level AI’s page calls assist “also a coaching tool,” and Eubrics’ home page groups roleplay practice and real-time guidance under AI sales coaching.

Good at: knowledge lookups and compliance prompts. As of October 26, 2026, NiCE’s guide page lists knowledge recommendations, next-best actions and compliance prompts. Level AI’s product page lists next-best actions, knowledge articles and compliance flags with disclosure checklists. Symbl.ai’s page describes real time sales coaching: analyzing a sales call as it happens and coaching on objection handling.

What it cannot do: our reading is that assist gives no repeat attempts at a hard situation before a real customer is on the line. NiCE’s guide page makes a related point about its own category: live guidance can prevent errors, while coaching after the interaction develops durable skills. The NBER study found minimal impact for the most experienced agents and a possible small quality decline for the most skilled, and it covers one chat tool at one firm. The sources do not show whether assist builds judgment as well as practice does.

What is AI roleplay practice good at, and where does it fall short?

AI roleplay practice lets agents rehearse a conversation before a live customer is on the line. Eubrics’ product page describes practice against AI customers tailored to a team’s real ideal customers, objections and sales flows, with instant feedback. Eubrics sells both this practice and live in-call guidance, which its home page calls Real-Time Guidance.

What the research covers: Murthy et al. (Management Science, 2008) studied call centers at two Fortune 50 firms. We read the abstract only. It states that simulation training outperformed roleplay training on both accuracy and speed of processing customer calls, and that the edge grew as tasks got more complex. The abstract does not mention AI roleplay or assist, so it does not compare the two.

Where practice falls short (our reading): it does not help in the moment, it takes time away from live calls, and a practice call is not a live call.

Should a contact center buy real time agent assist or simulation first?

It depends on the problem your contact center has. Whether you are weighing AI for call center agents as live help or as practice, neither tool has to come first. We found no published maturity model that says which to start with: the contact center AI maturity models our October 26, 2026 search returned describe AI adoption in general. Eubrics’ suggested framework, our reading, not a published standard:

  • Early stage, many new hires who lack skill on core calls: start with practice, since assist gives no repeat attempts. Our reading.

  • Established team, skilled agents who lose time on lookups or miss required disclosures: start with assist. The NBER study found minimal impact for the most experienced agents, so test first. Our reading.

  • Mixed team with both problems: pilot each on one queue and compare. Our reading.

The strongest objection: if assist raises performance right away, why practice first? The NBER study did find productivity gains, largest for less experienced agents. But it did not compare assist with practice, so it cannot say whether practiced agents would have gained as much. A short pilot of both is the fair test.

How do assist and practice work together, and what is the risk of over-relying on prompts?

They can work together by splitting the job. Our reading: practice builds the response before the call, and assist backs it up during the call with lookups and required disclosures.

The abstract of Parasuraman and Manzey (Human Factors, 2010), a review of studies on automation, says automation bias causes omission and commission errors when decision aids are imperfect, occurs in naive and expert participants, and cannot be prevented by training or instructions. Our reading: the NBER study’s possible quality decline among the most skilled agents is worth watching for over-reliance, though the text we read does not say that caused it.

The same limits apply to Eubrics’ own Real-Time Guidance, and the live Eubrics pages we opened do not state otherwise. Published evidence that would change our view: a controlled study of contact center agents comparing assist alone, practice alone and both.

Frequently asked questions

What is real time agent assist?

Real time agent assist is software that helps an agent during a live customer interaction. As of October 26, 2026, the vendor pages of NiCE and Level AI describe it as guidance and next steps while the interaction is live. Both are vendor descriptions.

Is agent assist the same as training?

No. Assist works inside a live call, while practice happens before one. NiCE’s and Level AI’s pages both describe assist in training or onboarding terms. Our reading is that this wording can blur the line, but the two tools solve different problems.

Should a contact center buy agent assist or simulation first?

It depends on the problem. Our reading, not a published standard: start with practice when new hires lack skill, and with assist when skilled agents lose time on lookups or miss disclosures. We found no study comparing the two, so pilot both.

What can real time agent assist not do?

Our reading: assist gives no repeat attempts at a hard situation before a real customer is on the line. The sources we opened do not show whether assist builds judgment as well as practice does.

Can agents become too reliant on prompts?

Possibly. Parasuraman and Manzey’s abstract reports automation bias in naive and expert participants, and says training or instructions cannot prevent it. The same limits apply to Eubrics’ Real-Time Guidance.

How do agent assist and AI roleplay work together?

Our reading: practice builds the response before the call, and assist backs it up during the call with lookups and required disclosures. No study we found tests this combination.

Conclusion

Real time agent assist supports an agent during a call. AI roleplay practice builds skill before it. Eubrics sells both, and the same limits apply to Eubrics’ own Real-Time Guidance. In the sources we opened, assist helped less experienced agents in one study, and simulation training beat roleplay training in another; neither compares the two. So the right first buy depends on your contact center’s problem. If you want to see how Eubrics’ AI sales training software works with your own scenarios, Get a demo.

Improve Closure Rates with Realistic AI Roleplay Practice

Improve Closure Rates with Realistic AI Roleplay Practice

Top-performing sales teams don’t rely on theory. They simulate real buying conversations. AI roleplay training enables your team to practice high-pressure sales situations and close more deals.

Top-performing sales teams don’t rely on theory. They simulate real buying conversations. AI roleplay training enables your team to practice high-pressure sales situations and close more deals.

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Still Training Sales Teams with Manual Methods?

Still Training Sales Teams with Manual Methods?

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Train sales reps on real customer personas and objections using AI roleplays that deliver instant feedback and measurable performance improvement.

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Founder

Founder

Nikita Jain is a dynamic CEO and recognized leader passionate about harnessing technology and capability development to unlock the full potential of individuals and organizations. With over a decade of rich experience spanning enterprise learning, digital transformations, and strategic HR consulting at top firms like EY, PwC, and Korn Ferry, Nikita excels at driving significant, measurable success.

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