Hi social pro 👋

If there’s one thing we’ve learned from building Siftsy, it’s that there’s a difference between reading a comment section and actually understanding it.

One is a simple scroll and gut reaction. The other means knowing what triggered the response, which parts of it are getting repeated, and what to actually do with what you find.

This week we’re breaking down which questions to ask yourself, so you can make sure you’re doing the latter.

Let’s get into it 👇

— Brett

From the feed: 5 questions every comment analysis should answer

Give a comment section a quick scroll and you'll walk away with a gut read: people liked it, people didn't, something felt off. It’s real information, but it's only the surface of what's actually there. The interesting part is usually a layer or two down.

Here are five questions to ask yourself every time you analyze a comment section, if you want to get past the gut read.

1. What are people actually reacting to?

The post and the comments don't always tell the same story. A caption might be about a product launch, while the replies are actually responding to something in the background of the video, or a line the creator said in passing.

Before drawing any conclusions, it's worth pinning down exactly what triggered the response.

2. What themes keep repeating?

A single comment can be dismissed as just one person's opinion. The same comment, phrased differently by dozens of people, starts to look like something else.

Repetition is usually the first sign that a stray complaint has turned into a real pattern.

3. What sentiment is attached to each theme?

Knowing a theme exists isn't enough on its own. A recurring mention of pricing could be excitement about a deal or frustration about cost, and those two things call for completely different responses.

Without the sentiment attached, "people are talking about X" doesn't tell your team much of anything.

4. What comments are worth quoting?

Data points might make a case, but adding the right quote is what makes it land. A well-chosen comment carries a theme into a brief, a slide, or a client conversation in a way a percentage rarely does on its own.

5. What should you do differently next time?

An analysis that stops short of a recommendation is really just a summary. The first four questions are only useful if they lead somewhere: a change to the next brief, the next post, the next campaign, based on what actually showed up in the replies.

Good thing you have Siftsy for that.

Pulse check

Be honest, how many of these questions do you usually ask?

On our radar

If you’ve never heard of the Dead Internet Theory, you need to check out this video by Slate’s Social Lead Carmen Vicente.

It ties together bot traffic, AI slop, and undisclosed AI influencers into the theory that's gone from tinfoil-hat territory to something that increasingly feels true every time you open a comment section.

Watch Carmen’s deep dive