theme register / batch 6 · free workflow
Turn a Pile of Reviews Into a Counted Theme Register — Free
Paste a batch of reviews and the register groups them into themes with counts, so what customers repeat is a tally rather than the three reviews you remember.
What this replaces
Review summaries are written from the loudest three. This counts every line in the batch against the themes, so the thing customers mention most often wins on count rather than on volume of feeling.
Tool note. This runs entirely in your browser — no account, no upload, no paid API key. Google NotebookLM is named as the free source-grounded reading path for the material you paste; its published free-tier terms were checked on 2026-09-13 and can change.
The four passes
Collect the smallest useful input
One review per line from the batch you want to read.
Let the register count them
Each theme gets a count and a sample line.
Read the busiest theme first
That is the operational fix with the widest effect.
Rerun next month
A count that does not move means the fix did not land.
Try it on the theme register / batch 6
The board below runs in your browser. It opens with a worked sample so the result is visible before you paste anything; switch scenarios, edit the text, or reset to the sample.
running the sample…
first-load · sample values are illustrative, not verified facts
Everything you paste stays in this browser tab. Nothing is uploaded, there is no account, and no request leaves the page to generate the result; clearing site data removes anything saved locally.
What breaks, and what to do
Reviews mentioning two themes
Both counts rise; that is intentional.
Themes that do not fit your business
Rename them in a copy or the counts are noise.
Star ratings with no text
Nothing to match; paste the written part.
Go deeper — Theme Register
The free board above is the whole loop. The paid tier keeps the arranged output so you do not rebuild it.
- Printable register with the counts ruled for a team meeting — estimate: 16 minutes saved per batch, basis: 4 themes re-tallied at ~4 minutes each
- CSV export of every review with its theme — estimate: 22 minutes saved per batch, basis: 50 reviews hand-coded at ~26 seconds each
$5 one-time