Sample Tea Co.: Customer Review Analysis
Prepared as a sample for prospective clients.
Sample Tea Co. is a fictional loose-leaf tea company. The 10 reviews, and every figure and finding below, were invented to show the format and depth of the analysis. This is not based on a real client.
About this analysis
We read 10 customer reviews, written between 2023 and 2026.
Each review was read one at a time and in depth. It went through a 14-point checklist, alongside the recorded details: date, product, star rating, verified buyer and title.
Keep in mind:
Ten reviews is a very small sample. Read the figures as a direction, not as a measure of the business.
Much of this is inference from what reviewers chose to write. Buyer type and loyalty were read from the text, not confirmed with the customers.
1. Executive summary
Summary
Most reviewers like the taste. Ratings are lower in the subscription box, which averages 3.00 across three reviews, against 4.00 for the other seven.
The box complaints are about repeats and not being able to skip a blend. Two reviewers also describe a cup that came out wrong, and both say the fix was in the brewing.
Source p. 4, Table 4.1
The direct answer
In this sample the lower scores come mostly from the box and from teas that didn't match their descriptions, not from the teas as a whole.
With ten reviews this is a pattern to test, not a finding to act on alone.
Source p. 5, Section 5
A bright spot
Two reviewers started with the tasting flight and then bought a full tin. Both rated 4 or 5 stars. The flight is doing the job it was made for.
Source p. 6, Section 7
Things to consider
- Allow customers to skip a blend in the subscription box.
- Put brewing temperature and steeping time on the tin itself.
- Follow up with flight buyers a week after their order.
Source p. 6, Section 10
2. Excerpt from the source document
The full source document runs to 12 pages.
Three parts are shown here, so you can see how the summary above links back to the reviews. The page numbers in the summary point to the same tables and sections.
Source p. 3. Table 3.1: Timeline
| Period | Reviews | Avg rating | 3 stars or below |
|---|---|---|---|
| 2023 | 2 | 4.50 | 0 |
| 2024 | 3 | 3.33 | 2 |
| 2025 | 3 | 4.00 | 1 |
| 2026 (to June) | 2 | 3.00 | 1 |
Year over year, the average moves around a lot, but with ten reviews one or two ratings can change the picture. We read this as a pattern to check, not a trend line.
Source p. 4. Table 4.1: Positive and negative shifts
| Measure | Reviews 1 to 5 (2023 to 2024) | Reviews 6 to 10 (2025 to 2026) | Direction |
|---|---|---|---|
| Average rating | 3.80 | 3.60 | slightly down |
| Flavor praised | 60% | 40% | down |
| Subscription box mentioned | 20% | 40% | up, negative |
| Brewing confusion | 40% | 0% | down |
| Taste didn't match the buyer or description | 0% | 40% | up, negative |
| Flight in the buying path | 40% | 0% | down |
The early reviews are more about brewing and the tasting flight.
The later reviews are more about the box and about expectations. Both groups are small, so please treat the difference carefully.
Source p. 6. Section 10: Opportunities worth exploring
Two subscribers asked for a way to skip a blend they already have. A simple "not this one" option might remove the most common complaint in the box.
Customers who described a bad cup often said they only found the steeping instructions afterward. A temperature and time on the tin could help, especially for green and white teas.
3. The full sample
This page shows part of one analysis. A full sample, or your own reviews analysed in the same way, is available on request. Send me a short note with roughly how many reviews you have and which platform they are on.