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Over the past year, several customer service firms have adopted generative AI tools to automate client interactions. One firm, NexCom, whose customer base consists primarily of long-term enterprise clients, however, chose not to integrate such tools, citing concerns about response accuracy and brand tone. Despite this, NexCom’s customer satisfaction scores have remained stable, while some competitors serving a broader base of casual users have experienced a decline. Based on this outcome, NexCom’s executives argue that avoiding generative AI has preserved service quality and that the firm should continue relying solely on human representatives.



several customer service firms have adopted generative AI tools
Nex com chose not to integrate citing concerns response accuracy & brand tone.. , customer satisfaction scores have remained stable..
Some competitors have faced decline ..
Nexcom has decided to avoid generative AI to preserve service quality and continue human representative..


Which of the following, if true, most seriously undermines the executives’ conclusion?

A. Several firms that adopted generative AI tools saw increased response efficiency, though client sentiment about interaction quality was mixed.

this strongly weakens the conclusion as with AI increased in response efficiency is there and also client sentiment of quality is mixed .. its not decline for all who adopted AI....

B. Clients of competing firms who experienced declining satisfaction scores were more likely to be unfamiliar with the company’s support systems or interface.
this does not weaken the conclusion strongly..


C. NexCom’s human agents are better equipped than AI tools to handle the complex and nuanced concerns often raised by long-standing enterprise clients.


this is irrelevant to argument and not a weakener to conclusion


D. While NexCom’s clients reported stable satisfaction scores, they also expressed interest in features that AI tools could support, such as 24/7 assistance.

we need to weaken the arguement on points for response efficiency which is not discussed in this option



E. Some of NexCom’s competitors that experienced a drop in satisfaction also failed to retrain staff to adapt to the changes introduced by AI integration.

this option is irrelevant to argument and does not weaken the conclusion


OPTION A is correct
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A - This has no clear impact - efficiency increased but interaction quality decreased. Later could actually support the executive's conclusion
B - Client awareness is not a concern. Client being unaware of it actually is a good thing to truly show response to the respective services
C - This support's exec's conclusion. Goes in opposite direction
D - concern is preserving service quality. New features can definitely help enhance but that's not what the exec's are focused on in the conclusion
E - This shows the AI based integration had some execution issues which could have led to the poor experience and score and it was not caused by the AI adoption. The basis on which exec's have based their conclusion might not represent the true impact of AI adoption
Bunuel
Over the past year, several customer service firms have adopted generative AI tools to automate client interactions. One firm, NexCom, whose customer base consists primarily of long-term enterprise clients, however, chose not to integrate such tools, citing concerns about response accuracy and brand tone. Despite this, NexCom’s customer satisfaction scores have remained stable, while some competitors serving a broader base of casual users have experienced a decline. Based on this outcome, NexCom’s executives argue that avoiding generative AI has preserved service quality and that the firm should continue relying solely on human representatives.

Which of the following, if true, most seriously undermines the executives’ conclusion?

A. Several firms that adopted generative AI tools saw increased response efficiency, though client sentiment about interaction quality was mixed.

B. Clients of competing firms who experienced declining satisfaction scores were more likely to be unfamiliar with the company’s support systems or interface.

C. NexCom’s human agents are better equipped than AI tools to handle the complex and nuanced concerns often raised by long-standing enterprise clients.

D. While NexCom’s clients reported stable satisfaction scores, they also expressed interest in features that AI tools could support, such as 24/7 assistance.

E. Some of NexCom’s competitors that experienced a drop in satisfaction also failed to retrain staff to adapt to the changes introduced by AI integration.

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Executive conclusion: avoiding generative AI preserved service quality. Therefore, nexcom should continue relying solely on human representatives. This conclusion isbased on a casual claim that competitors declining satisfaction is caused by ai adoption amd nexcoms stable satisfaction is caused by avoiding ai and pnly using human representatives. To weaken this, we need to show that this relationship is flawed or incomplete.
B. Clients of competing firms who experience declining satisfaction scores were more likely to be unfamiliar with the company support system or interface. This tell that the decline in competitors satisfaction may be due to customer unfamiliarity with the model and not ai exactly.

B
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Bunuel
Over the past year, several customer service firms have adopted generative AI tools to automate client interactions. One firm, NexCom, whose customer base consists primarily of long-term enterprise clients, however, chose not to integrate such tools, citing concerns about response accuracy and brand tone. Despite this, NexCom’s customer satisfaction scores have remained stable, while some competitors serving a broader base of casual users have experienced a decline. Based on this outcome, NexCom’s executives argue that avoiding generative AI has preserved service quality and that the firm should continue relying solely on human representatives.

Which of the following, if true, most seriously undermines the executives’ conclusion?

A. Several firms that adopted generative AI tools saw increased response efficiency, though client sentiment about interaction quality was mixed.

B. Clients of competing firms who experienced declining satisfaction scores were more likely to be unfamiliar with the company’s support systems or interface.

C. NexCom’s human agents are better equipped than AI tools to handle the complex and nuanced concerns often raised by long-standing enterprise clients.

D. While NexCom’s clients reported stable satisfaction scores, they also expressed interest in features that AI tools could support, such as 24/7 assistance.

E. Some of NexCom’s competitors that experienced a drop in satisfaction also failed to retrain staff to adapt to the changes introduced by AI integration.

Lets look at the options:

A: Says efficiency improved and quality reviews were mixed, but it doesn't explain the competitors' score drop or show NexCom's stability wasn't due to avoiding AI. Incorrect

B: Blames competitors' drop on casual users being unfamiliar with support systems, but that doesn't directly challenge NexCom's "AI is the cause" story as clearly as E does. Incorrect

C: Actually supports NexCom (enterprise issues are complex, humans better). Incorrect

D: Doesn't attack the conclusion, it just says customers want extra features like 24/7 which could be added without proving AI hurts quality. Incorrect

E: Competitors' scores may have dropped because they implemented AI badly (no staff retraining), not because AI itself ruins service, so NexCom cant claim "avoiding AI is what preserved quality"

Option E
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Solution:

1. Incorrect- The passage doesn't talk about the AI response efficiency, but rather argues that human representatives are more reliable than an AI tool.

2. Incorrect- So, it merely provides the reasoning behind the Clients of competing firms who experienced declining satisfactionare unfamiliar with the company's support interface.

3. Incorrect- This choice doesn't weaken the conclusion; it tells us that NexCom's human agents are also better equipped to handle AI tools.

4. Correct- As this choice tells us, AI tools could provide support 24 hours.

5. Incorrect- It just tells us that NexCom's competitors failed to retrain their staff on the changes that were introduced by AI integration.



Over the past year, several customer service firms have adopted generative AI tools to automate client interactions. One firm, NexCom, whose customer base consists primarily of long-term enterprise clients, however, chose not to integrate such tools, citing concerns about response accuracy and brand tone. Despite this, NexCom’s customer satisfaction scores have remained stable, while some competitors serving a broader base of casual users have experienced a decline. Based on this outcome, NexCom’s executives argue that avoiding generative AI has preserved service quality and that the firm should continue relying solely on human representatives.

Which of the following, if true, most seriously undermines the executives’ conclusion?

A. Several firms that adopted generative AI tools saw increased response efficiency, though client sentiment about interaction quality was mixed.

B. Clients of competing firms who experienced declining satisfaction scores were more likely to be unfamiliar with the company’s support systems or interface.

C. NexCom’s human agents are better equipped than AI tools to handle the complex and nuanced concerns often raised by long-standing enterprise clients.

D. While NexCom’s clients reported stable satisfaction scores, they also expressed interest in features that AI tools could support, such as 24/7 assistance.

E. Some of NexCom’s competitors that experienced a drop in satisfaction also failed to retrain staff to adapt to the changes introduced by AI integration.

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conclusion= avoiding AI preserved service quality and should continue relying on human representaticves.
reason- many firm adopted AI
Nexcom did not despite have long term clients.
customer satisfaction score remained stable but competitors experienced decline

A not much harm
B not relevant
C strengthen it
D that doesnt guarantee integration of AI. their concern is accuracy
E that means AI is not bad. but people were not trained. weakens it.
Bunuel
Over the past year, several customer service firms have adopted generative AI tools to automate client interactions. One firm, NexCom, whose customer base consists primarily of long-term enterprise clients, however, chose not to integrate such tools, citing concerns about response accuracy and brand tone. Despite this, NexCom’s customer satisfaction scores have remained stable, while some competitors serving a broader base of casual users have experienced a decline. Based on this outcome, NexCom’s executives argue that avoiding generative AI has preserved service quality and that the firm should continue relying solely on human representatives.

Which of the following, if true, most seriously undermines the executives’ conclusion?

A. Several firms that adopted generative AI tools saw increased response efficiency, though client sentiment about interaction quality was mixed.

B. Clients of competing firms who experienced declining satisfaction scores were more likely to be unfamiliar with the company’s support systems or interface.

C. NexCom’s human agents are better equipped than AI tools to handle the complex and nuanced concerns often raised by long-standing enterprise clients.

D. While NexCom’s clients reported stable satisfaction scores, they also expressed interest in features that AI tools could support, such as 24/7 assistance.

E. Some of NexCom’s competitors that experienced a drop in satisfaction also failed to retrain staff to adapt to the changes introduced by AI integration.

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A. Several firms that adopted generative AI tools saw increased response efficiency, though client sentiment about interaction quality was mixed. As client sentiment remains mixed, this cannot justify AI tools are required.

B. Clients of competing firms who experienced declining satisfaction scores were more likely to be unfamiliar with the company’s support systems or interface. This does not resolve whether AI is required. Even after employing AI, Clients remained unfamiliar, then it cannot be arrived that AI is helpful.

C. NexCom’s human agents are better equipped than AI tools to handle the complex and nuanced concerns often raised by long-standing enterprise clients. This supports the NexCom executive.

D. While NexCom’s clients reported stable satisfaction scores, they also expressed interest in features that AI tools could support, such as 24/7 assistance. Correct. Customers also emand AI tools, so sole use of human representatives does not reflect true response to customer demand.

E. Some of NexCom’s competitors that experienced a drop in satisfaction also failed to retrain staff to adapt to the changes introduced by AI integration.
This tries to give an alternate cause. But this explains why AI couldn't perform better.

Ans D
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conclusion: avoiding gen Ai has preserved service quality and firm should continue relying on human reps.

premise: Nexcom csat have remained stable compared to some competitors

gap:
1. what if since clientele is different, their expectations are different and therefore we cannot compare the survey results ?
2. what if Nexcom has made some other change because of which the score decrease due to not using gen ai got offset ?
3. what if Nexcom doesn't record the satisfaction scores properly ? like there is some skew in the survey collected

looking for a weakener

A. Wrong. If at all, this is supporting partially since service quality is mentioned as mixed and Nexcom execs want to preserve the service quality
B. Correct. Competitors got low csat score not because of gen ai but because they are not familiar with support systems - an alternate reason for getting low score for competitors. Thus execs won't be able to draw conclusion from such survey then.
C. Wrong. Strengthener. It is saying that human reps are better
D. Wrong. restatement of the premise. Though they expressed interest in gen ai, the argument is focused on preserving the score not improving the score.
E. Wrong. What happened to competitors's staff is irrelevant.

Ans: option B
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Bunuel
Over the past year, several customer service firms have adopted generative AI tools to automate client interactions. One firm, NexCom, whose customer base consists primarily of long-term enterprise clients, however, chose not to integrate such tools, citing concerns about response accuracy and brand tone. Despite this, NexCom’s customer satisfaction scores have remained stable, while some competitors serving a broader base of casual users have experienced a decline. Based on this outcome, NexCom’s executives argue that avoiding generative AI has preserved service quality and that the firm should continue relying solely on human representatives.

Which of the following, if true, most seriously undermines the executives’ conclusion?

A. Several firms that adopted generative AI tools saw increased response efficiency, though client sentiment about interaction quality was mixed.

B. Clients of competing firms who experienced declining satisfaction scores were more likely to be unfamiliar with the company’s support systems or interface.

C. NexCom’s human agents are better equipped than AI tools to handle the complex and nuanced concerns often raised by long-standing enterprise clients.

D. While NexCom’s clients reported stable satisfaction scores, they also expressed interest in features that AI tools could support, such as 24/7 assistance.

E. Some of NexCom’s competitors that experienced a drop in satisfaction also failed to retrain staff to adapt to the changes introduced by AI integration.


A. Incorrect : The information on A doesn't weaken the conclusion. Its additional information that we can't make any use of. Elimiante A.

B: Correct : So the drop was not because of AI, but because of unfamiliar new systems. This weakens the coclusion.

C: Incorrect : This strengthens the conclusion. Eliminate C.

D: Incorrect : Doesn't add any value and is irrelevant. Eliminate D.

E: INcorrect : This says the staff was probably not trained properly. However compared to B, this is a mild weakner.

Option B is better of the two.

Option B
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Answer E.
This option shows the competitor satisfaction may be because of poor training, not AI itself. This weakens the claim that avoiding AI preserved quality.

A. incorrect. Mixed reactions elsewhere don't show that AI caused worse service or that the company's choice was the reason for stable scores.
B. incorrect. This explains competitors' declines by client unfamiliarity. This doesn't directly challenge the company's claim about AI.
C. Incorrect. This supports the company's conclusion by suggesting humans are better for its type of clients.
D. incorrect. Interest in AI features shows missed opportunities, not that avoiding AI failed to protect service quality.
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Bunuel
Over the past year, several customer service firms have adopted generative AI tools to automate client interactions. One firm, NexCom, whose customer base consists primarily of long-term enterprise clients, however, chose not to integrate such tools, citing concerns about response accuracy and brand tone. Despite this, NexCom’s customer satisfaction scores have remained stable, while some competitors serving a broader base of casual users have experienced a decline. Based on this outcome, NexCom’s executives argue that avoiding generative AI has preserved service quality and that the firm should continue relying solely on human representatives.

Which of the following, if true, most seriously undermines the executives’ conclusion?

A. Several firms that adopted generative AI tools saw increased response efficiency, though client sentiment about interaction quality was mixed.

B. Clients of competing firms who experienced declining satisfaction scores were more likely to be unfamiliar with the company’s support systems or interface.

C. NexCom’s human agents are better equipped than AI tools to handle the complex and nuanced concerns often raised by long-standing enterprise clients.

D. While NexCom’s clients reported stable satisfaction scores, they also expressed interest in features that AI tools could support, such as 24/7 assistance.

E. Some of NexCom’s competitors that experienced a drop in satisfaction also failed to retrain staff to adapt to the changes introduced by AI integration.


Lets go through the passage to understand what it's saying.

S1&2: Companies have started automating client interactions via GenAI, Nexcom didn't over quality control concerns.
S3: Nexcom satisfactions scores stable, some competitors declined.
S4: Therefore, not adopting GenAI = preserving service quality than competitors.

We're looking to weaken this argument.

Option A: This doesn't weaken the argument, effect is mostly neutral. Eliminate.
Option B: This strengthens the argument, because it was the GenAI platform that was the problem. Eliminate.
Option C: This strengthens the argument, because it says humans are better than AI at this job for a subset of clients. Eliminate.
Option D: Client feature desires are irrelevant. Eliminate.
Option E: Okay this accomplishes what we want. It's essentially saying "it's not the AI that's the problem, it's that the staff weren't trained on how to use it". User error, not product error. This weakens the argument.

Thus E is our answer.
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Interpretation:
P1-discusses a plan adopted by several customer service firms
P2-Nex com-not adopted--citing concerns about response accuracy and broad tone,--customers long term enterprise clients
P3-Nex com satisfaction scores stable---whereas scores of competitors with broader base of casual users has declined.
C--Nex com Executives --following P2 preserved service quality --should rely on same.
weakening??
Clearly B and E discusses about the shortcomings in the policies of the competing firms and not to negate why Nex com should continue with the current policy ----so out
C clearly supports the conclusion by characterizing the pros in the policy of Nex com---out
there is a strong fight between A and D, however, I chose D over A in that;
though A discusses increase in response efficiency of the firms that adopted AI tools but no focus is made on the satisfaction scores and even the interaction quality reactions were mixed, doesn't impedes the conclusion.
whereas D clearly states, though satisfaction scores of Nex com were reported to be stable but not increasing and the clients were eager to get the services provided by the AI tools, so future prospects of the company were better in non continuing the old policy.
D
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Over the past year, several customer service firms have adopted generative AI tools to automate client interactions. One firm, NexCom, whose customer base consists primarily of long-term enterprise clients, however, chose not to integrate such tools, citing concerns about response accuracy and brand tone. Despite this, NexCom’s customer satisfaction scores have remained stable, while some competitors serving a broader base of casual users have experienced a decline. Based on this outcome, NexCom’s executives argue that avoiding generative AI has preserved service quality and that the firm should continue relying solely on human representatives.

Which of the following, if true, most seriously undermines the executives’ conclusion?

A. Several firms that adopted generative AI tools saw increased response efficiency, though client sentiment about interaction quality was mixed. INCORRECT client sentiment is not a concern .

B. Clients of competing firms who experienced declining satisfaction scores were more likely to be unfamiliar with the company’s support systems or interface. CORRECT. if clients were unaware of support system,then system fails and a decline in score is obvious.

C. NexCom’s human agents are better equipped than AI tools to handle the complex and nuanced concerns often raised by long-standing enterprise clients. INCORRECT it rather strengthens.

D. While NexCom’s clients reported stable satisfaction scores, they also expressed interest in features that AI tools could support, such as 24/7 assistance. INCORRECT client interest is not a concern.

E. Some of NexCom’s competitors that experienced a drop in satisfaction also failed to retrain staff to adapt to the changes introduced by AI integration. INCORRECT .retraining wiill not a matter ,already seen drop in satisfaction

Ans B


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In this argument executives were strongly considering depending solely on human representatives, and they are strongly against the AI as their scores were better means they don't want the AI into their system.
and its kind of extreme as word "Solely" does makes a difference.

A) It would have undermined, but the client response is mixed for firms using AI, therefore it doesn't undermine as needed... Hence Eliminate

B) It is giving other factors by which other firms received dis satisfaction score with word more likely and we don't know, if AI could also be reason in this...so we can't say 100 percent it is undermining hence eliminate

C) Since nexcom is 100 percent reliable on humans and executives want only humans then they will need their staff to be well equiped lall other stuff and work not only complex works...Hence eliminate

D) This option suggest that, nexcom do lack something which AI can solve for them and it is 24/7 service hence the executive where they want solely humans on their work will undermine it
Hence Keep


E) Yes it could be like other firms staff's were not enough trained on AI and hence less score but we don't know even if they were trained enough then they would be able to execute as client wants so its incomplete hence eliminate

Hence answer (D)
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I would be tempted to mark D as the answer, but according to the question stem, we need to target the premise on which the executive bases his conclusion, hence proving that the reason for the decline in the scores were not due to AI.

Option E best justifies it by mentioning that the competitive firms lost some of the staff in the meanwhile, which also can be the reason for the decline in satisfaction ratings, hence this could be the answer.

Waiting for the OA :)
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A- Good Result in several other firms don't undermine the conclusion.
B - OUT of scope
C - This rather support
D - Correct - This undermines as consumers are not satisfied they are asking for 24*7 support.
E - Out of Scope
Bunuel
Over the past year, several customer service firms have adopted generative AI tools to automate client interactions. One firm, NexCom, whose customer base consists primarily of long-term enterprise clients, however, chose not to integrate such tools, citing concerns about response accuracy and brand tone. Despite this, NexCom’s customer satisfaction scores have remained stable, while some competitors serving a broader base of casual users have experienced a decline. Based on this outcome, NexCom’s executives argue that avoiding generative AI has preserved service quality and that the firm should continue relying solely on human representatives.

Which of the following, if true, most seriously undermines the executives’ conclusion?

A. Several firms that adopted generative AI tools saw increased response efficiency, though client sentiment about interaction quality was mixed.

B. Clients of competing firms who experienced declining satisfaction scores were more likely to be unfamiliar with the company’s support systems or interface.

C. NexCom’s human agents are better equipped than AI tools to handle the complex and nuanced concerns often raised by long-standing enterprise clients.

D. While NexCom’s clients reported stable satisfaction scores, they also expressed interest in features that AI tools could support, such as 24/7 assistance.

E. Some of NexCom’s competitors that experienced a drop in satisfaction also failed to retrain staff to adapt to the changes introduced by AI integration.

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Over the past year, several customer service firms have adopted generative AI tools to automate client interactions. One firm, NexCom, whose customer base consists primarily of long-term enterprise clients, however, chose not to integrate such tools, citing concerns about response accuracy and brand tone. Despite this, NexCom’s customer satisfaction scores have remained stable, while some competitors serving a broader base of casual users have experienced a decline. Based on this outcome, NexCom’s executives argue that avoiding generative AI has preserved service quality and that the firm should continue relying solely on human representatives.

Which of the following, if true, most seriously undermines the executives’ conclusion?

A. Several firms that adopted generative AI tools saw increased response efficiency, though client sentiment about interaction quality was mixed.

B. Clients of competing firms who experienced declining satisfaction scores were more likely to be unfamiliar with the company’s support systems or interface.

C. NexCom’s human agents are better equipped than AI tools to handle the complex and nuanced concerns often raised by long-standing enterprise clients.

D. While NexCom’s clients reported stable satisfaction scores, they also expressed interest in features that AI tools could support, such as 24/7 assistance.

E. Some of NexCom’s competitors that experienced a drop in satisfaction also failed to retrain staff to adapt to the changes introduced by AI integration.

Imo, E. NC exec's conclude that, AI is the problem and should be avoided, instead humans should continue. But what if AI was not properly implemented? E brings an alternate cause, that staff wasn't retrained.
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