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Lightbeam AI Commentary
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Subject Expert
Daniel Zeitner
VP of Engagement
KLAS VP of Engagement - Daniel Zeitner
 

Commentary Summary

Comment Type Breakout

Positive
Neutral
Negative
0%
100%
 
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User Commentary

How to read commentary tags
1Comment Tone

What feeling does this excerpt express?

Based only on this individual comment—not the respondent's overall evaluation.

  • Positive
  • Neutral
  • Negative
2Pillars

What is this excerpt about?

One comment can relate to more than one customer-experience area.

Culture
Promises, expectations, and proactive service
Loyalty
Satisfaction, recommendation, buying again, and long-term plans
Operations
Training, implementation, and ease of use
Product
Quality, capabilities, integration, and new technology
Relationship
Support, partnership, and executive involvement
Value
Money's worth, fair charging, outcomes, and expectations
3Evaluation

How satisfied is the respondent overall?

The category comes from their Overall Score—not from the tone of this excerpt.

Software
90+
Very Satisfied
70–89.9
Satisfied
Below 70
Dissatisfied
Services
90+
Very Satisfied
80–89.9
Satisfied
Below 80
Dissatisfied
Why tags may differ: A very satisfied respondent can still share a negative comment about one specific issue.
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Director

The interfacing of the solution could be better, but that is our choice to not have Lightbeam AI...

Comment Tone Negative
Pillars Loyalty, Product
Evaluation Unrated

 or  to see details.

Director

There are very technical things that underpin Lightbeam AI that, even as someone who has worked in...

Comment Tone Negative
Pillars Relationship, Product
Evaluation Unrated

 or  to see details.

Director

There are people who do not have a lot of data available for the algorithm to utilize. The biggest...

Comment Tone Positive
Pillars Product, Value
Evaluation Unrated

 or  to see details.

Director

Lightbeam AI needs to be easier to use and understand. This was a one-of-a-kind product in the...

Comment Tone Negative
Pillars Loyalty, Relationship, Operations
Evaluation Unrated

 or  to see details.

Director

We have periodic check-ins with Lightbeam, and we talk about what is working and what needs to be...

Comment Tone Positive
Pillars Relationship
Evaluation Unrated

 or  to see details.

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