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The Insight Loop
The Insight Loop
Can AI tellresearcherswhat matters?
AI can turn a stack of interviews into a list of themes in minutes. Devanshi Ray, behavioural scientist and most recently at Swiggy, shows how she works out which of those themes actually matter.
Date
Thu, Nov 19, 2026
Time
8:30 AM PST · 10 PM IST
Where
Live online
Meet your hosts
Speaker
Devanshi Ray
Behavioural Scientist, Swiggy
Devanshi is a behavioural scientist, most recently at Swiggy, where she used AI in her research while keeping the final call with the researcher.
Host
Ananyaa Agarwala
Host, The Insight Loop
Ananyaa hosts The Insight Loop, Looppanel's live webinar series for researchers, designers and PMs.
What we'll talk about
What we talked about
Here is what Devanshi plans to cover, with time for your questions at the end.
- Where AI helps and where it misleads
The gap between what participants say and what they mean, and how AI handles each. - Write your own read before AI sees the transcript
A confident first summary anchors you, so she notes her own themes before she reads what the AI found. - Why frequency is a weak signal for importance
What gets lost when an observation is dropped because only one participant raised it. - Getting past the surface "why"
Finding the psychology behind a behaviour, so the insight still holds when you apply it to a different problem. - The AI approaches she tried and dropped
What didn't hold up in her own work, and how she hands findings to product teams with the reasoning attached.
Got a question for
Devanshi
?
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The recording, plus a written summary with the key points and the audience Q&A.
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UX Researcher at Revery Labs
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Shannon Morgan
UX Researcher at Pandadoc
"I'd be very disappointed if I can't use the [Looppanel] analysis board. It's useful because I can trust nothing is getting missed in analysis.
Iris Latour
UX Researcher at Miro
The best thing is the ease with which we can share a video snippet which helps our team align.
Clara Queiros
UX Researcher at Revery Labs
Looppanel's transcription is really good - much more accurate than any other tools.
Shannon Morgan
UX Researcher at Pandadoc
"I'd be very disappointed if I can't use this [Looppanel] analysis board. It's useful because because I can trust nothing is getting missed in analysis."
Iris Latour
UX Researcher at Miro
"The best thing is the ease with which we can share a video snippet which helps our team align."
Clara Queiros
UX Researcher at Revery Labs
“I'm impressed by the accuracy of the insights that it extracts. It really, really does do a good job.”
Azeem K
Clinical Operations Lead
It used to take us 2 weeks to analyze a project.
Now it takes 2 days.
Karthik
User Researcher at Coinswitch
Looppanel is removing half the work I have to do, which is the best thing about it. I love it.
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Trisha Singh
UX Researcher at Redbaton
When my researcher tells me that it takes me 30% of the time to analyze interview with this tool than other tools, that made me excited to bring Looppanel into Kiwi.
Yujia Cao
UX Researcher at Kiwi
I'm impressed by the accuracy of the insights that it extracts. It really, really does do a good job.
Azeem K
Clinical Operations Lead
It used to take us 2 weeks to analyze a project.
Now it takes 2 days.
Karthik
User Researcher at Coinswitch
"Looppanel is removing half the work I have to do, which is the best thing about it. I love it.
Trisha Singh
UX Researcher at Redbaton
When my researcher tells me that it takes me 30% of the time to analyze interview with this tool than other tools, that made me excited to bring Looppanel into Kiwi.
Yujia Cao
UX Researcher at Kiwi
“I'm impressed by the accuracy of the insights that it extracts. It really, really does do a good job.”
Azeem K
Clinical Operations Lead
"It used to take us 2 weeks to analyze a project.
Now it takes 2 days."
Karthik
User Researcher at Coinswitch
"Looppanel is removing half the work I have to do, which is the best thing about it. I love it."
Trisha Singh
UX Researcher at Redbaton
When my researcher tells me that it takes me 30% of the time to analyze interview with this tool than other tools, that made me excited to bring Looppanel into Kiwi.
Yujia Cao
UX Researcher at Kiwi
I'd be very disappointed if I can't use the [Looppanel] analysis board. It's useful because I can trust nothing is getting missed in analysis.
Iris Latour
UX Researcher at Miro
It used to take us 2 weeks to analyze a project. Now it takes 2 days.
Karthik
User Researcher at Coinswitch
It takes me 30% of the time to analyze interviews with this tool than other tools, that made me excited to bring Looppanel into Kiwi.
Yujia Cao
UX Researcher at Kiwi
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