Reddit research, on the record

412 comments. 6 findings. Every one with receipts.

Valtaris reads a Reddit thread down to the last reply and files what people actually think as plain findings. Open any finding to see the quotes, upvotes and pushback behind it.

Invites go out in waves. 15% off your first month.

Case V-0412 · Finding 1 of 6r/mealkits
✓ Checked
verbatim

People quit meal kits over packaging more than price.

Strong · 31 voices 5 of top 20 ‸ 4 counterpoints

“The food was fine. I cancelled because every box came with a bag of ice packs I had nowhere to put.”

[c14]Commenter▲ 214Mar 2026

“Two weeks of boxes filled our recycling bin before trash day. That was the end of it.”

[c31]Commenter▲ 97Feb 2026

“Honestly it was the price. Once the intro discount ran out it cost more than eating out.”

‸ Counterpoint▲ 63Mar 2026

Illustrative example. In real reports every quote links to its comment.

How a case gets built

You bring the thread you are already reading. Valtaris never crawls Reddit or watches subreddits in the background.

  1. Step 1

    Open a thread

    A product review, a complaint thread, a 900-comment argument.

  2. Step 2

    Capture it

    The Chrome extension collects the whole comment tree, including replies hidden behind “load more”.

  3. Step 3

    Ask your question

    “Why do people cancel?” Valtaris reads every comment against it.

  4. Step 4

    Read the findings

    Plain sentences first, in about five minutes. Open any one to check the evidence.

The evidence standard

A summary tells you what a model thought. A Valtaris finding shows what people said, how many said it, and who disagreed.

Every finding carries6 checks
Voices
Counted once per person. One commenter replying ten times is still one voice.
Upvote weight
Weighted by what the thread agreed with. The top comment counts for more than one buried at the bottom.
Verbatim quotes
Checked word for word against the original comment. A quote that doesn’t match is removed.
‸ Counterpoints
Shown beside the claim, so disagreement is visible instead of averaged away.
Honest wording
“Most” only when most people said it. Thin evidence is labelled thin.
Links back
Every quote opens its comment on Reddit, with score and date.

For people who read Reddit for work

Research topics collect threads over time, so each new case adds evidence to what you already know.

Indie developers

Find the problem before you build it

See which pains come up across many people in your niche, not just the loudest commenter.

“What do people hate about the tools they use now?”

Marketing and SEO

Write in your customers’ own words

Pull the objections and phrases real buyers use, each with a link you can cite.

“What stops people from switching?”

Product brands

Hear what the thread says about you

Keep feedback on your product apart from your other models and from competitors in the same thread.

“What do owners say after six months?”

Pricing

Analysis uses credits. One credit covers a thread of up to 120 comments, and each further 100 comments adds one. Failed analyses are refunded automatically.

Free

$0
  • Chrome extension
  • 3 thread exports a month
  • Markdown and JSON

Starter

$9.99 / month
$8.49 first month
  • Unlimited thread exports
  • Pick exactly which fields to keep

Plus

Start here
$25 / month
$21.25 first month
  • 30 credits a month
  • Single-thread reports
  • Multi-thread research topics
  • Product-specific readouts
  • Unlimited exports

Pro

$60 / month
$51 first month
  • 120 credits a month
  • Everything in Plus
  • 40% less per credit

Prices in USD. The 15% discount applies to your first billing month. Monthly credits reset each month; extra credit packs are available.

Fair questions

Short answers. Ask us if yours is missing.

Where does the data come from?

From the thread open in your own browser. The extension reads that page when you ask. Valtaris doesn’t crawl Reddit or monitor subreddits.

What happens to the thread afterwards?

The captured thread is deleted once the report is ready. Reports keep short quotes with links back to Reddit, and usernames are replaced with neutral labels.

Why not just ask a chatbot?

A chatbot usually skims part of a long thread. Valtaris reads all of it, counts people, checks every quote against the original and shows the disagreement.

Does it profile individuals?

No. Reports describe what a group said about a topic, never any one person.

What if an analysis fails?

Credits for a failed analysis are refunded automatically.

Is Valtaris affiliated with Reddit?

No. Valtaris is independent and not endorsed by Reddit, Inc.

Case closed in about five minutes

Stop skimming threads. Start citing them.

We’ll email you when your invite is ready.