j
@justinphotos↑ 340
The night mode shots in this video are genuinely impressive compared to my 14 Pro. Noticeably less noise in the shadows.
YouTube Analysis Tool
Turn a YouTube video into a
structured research report
structured research report
Paste a public YouTube video to see what it says, what viewers are discussing, and which questions, problems, debates and content angles stand out.
Free to try. Works with public YouTube videos.
Or see it in action:
Up to 500
comments
Video + audience
in one view
Grouped insights
from comments
One report
structured research
Sample
Research report
A preview of audience insights from a sample video.
14:22
TechReviewed
iPhone 16 Pro Camera Test: Is It Actually Better?
482K views · 18K likes · 3.2K comments · 462 analysed
Transcript unavailable
Audience insights
Selected insight
Night mode vs the last iPhone
186 comments · 4.3K comment likes
Night mode is called out as the real upgrade, with several side-by-side comparisons to Pixel 9.
What this suggests
Night photography is the comparison that decides whether this camera upgrade feels real.
Questions surfaced
Paraphrased from the discussion
- How does iPhone 16 Pro night mode compare to Pixel 9 Pro in full dark?
What people actually said
m
@mariaedits↑ 218
Can you do a direct side-by-side with the Pixel 9 Pro in full dark conditions? Curious how the algorithms actually compare.
Showing 2 of 186 comments from this insight.
Keyword signals
From the video's title, description and tags. Not search volume or ranking data.
iphone 16 pro cameracamera testsmartphone photographylow light phototelephoto zoomnight mode
This preview shows 3 of the insights from a sample video
Paste your own YouTube URL above to see every audience insight and the comments behind it.
How it works
From video URL to structured report
No setup, no API keys, no manual comment reading. Paste a link and let the analysis run.
Step 01
Paste a public YouTube video
Any public video with comments works. We pull the title, description, tags, and available captions.
Step 02
We analyse available captions and up to 500 top-level comments
Spam and low-signal comments are filtered out. Remaining comments are grouped into audience insights, each with a title, summary, and the comments behind it.
Step 03
Explore the video summary, audience insights and suggested content angles
The report covers what the video presents, what this comment sample is discussing, and suggested angles grounded in that evidence.
Keyword signals
See the video's strongest keyword signals
Terms are extracted from the video's title, description and tags. This is a snapshot of the language on the page — not search volume, rankings, or proof of what the creator deliberately optimized for.
- Strongest terms from title, description and tags
- Source shown for each term where it was found
- No search volume or ranking data
Keyword signals · iPhone 16 Pro Camera Test
iphone 16 pro cameracamera testsmartphone photographylow light photo
From title, description and tags
Audience insights
Turn hundreds of comments into a smaller set of audience insights
Up to 500 top-level comments are grouped into themes — each with a title, a summary, and the comments that belong to that discussion. A faster way to see what this sample of viewers is talking about.
- Insight titles and summaries grounded in sample comments
- Comments stay attached to the insight they belong to
- Similar discussions are grouped together
Audience insight · Battery drain after update
Battery drain after software update
Several commenters report worse battery life following the latest update, separate from the camera discussion.
142 comments · 2,910 comment likes
Comments behind each insight
See the comments behind each insight
Select an insight to see the comments supporting that group, ranked by likes. Useful for checking the evidence behind a theme before you treat it as a research finding.
- Every analysed comment stays attached to an insight
- Select an insight to read the source comments
- Useful for competitive content and product positioning
Comments · Battery drain after update
@devin
Battery is gone after the latest update. Camera is fine.
@lena
Same here — overnight drain started right after iOS dropped.
@marcus
Thought it was the camera until I saw this thread.
Who uses this
Built for anyone who wants to understand what viewers are talking about
From content strategy to competitive research, the same report serves different goals.
Content creators
Find follow-up questions, disagreements and topics viewers want expanded.
Researchers
Scan recurring themes before reading hundreds of individual comments.
Product teams
Spot complaints, requests, confusion and the language people naturally use.
Marketers
Compare what a video says with what its viewers actually discuss.
Stop scrolling comments. Start reading reports.
Paste a public YouTube URL to see what the video presents, what viewers are discussing, and which questions, problems and content angles stand out.
No card required · Unlimited opportunity reports on every plan