Compare
Panovo, compared with the alternatives.
Chat models, an in-house build, reading by hand, or another review analytics tool: pick what you are weighing, and every row shows the same fact for Panovo and for the alternative, with a date.
Panovo vs. Reading reviews by hand
Reading by hand works up to a few hundred reviews and keeps every nuance. Panovo reads every review in the category, sorts it into one model and keeps the picture current.
| Criterion | Panovo | Reading reviews by hand | The difference |
|---|---|---|---|
| Sources | |||
| Marketplace reviews as a source | FullReviews from e-commerce platforms are the primary source, collected continuously. | Full | Every review, read by a person. |
| Monitoring per product listing | FullEvery listing is tracked on its own: yours and your competitors'. | Part | For a few products. Not for a category. |
| Forums and social media | FullForums, consumer sites and social media feed the same model. | Part | Forum threads and posts, as far as time allows. |
| Evidence | |||
| Every number traceable to the review | FullEach number opens down to the reviews behind it. | Full | The reader knows where each finding came from. |
| Competitors on the same attributes | FullYour products and theirs are read against one set of attributes. | Part | A few competitors, once, as a snapshot. |
| Your own taxonomy | FullOne taxonomy you define, applied to every review. | Part | A column of tags in a spreadsheet, kept by hand. |
| In daily work | |||
| Findings pushed before anyone asks | FullThe relevance model learns what matters for whom and pushes it. | None | Findings reach the team once the reading is done and the slides are made. |
| Ask the data in plain language | FullThe research agent answers category questions across all reviews. | None | Every new question means reading again. |
| Pricing model | Per category, quote on request, with a starter phase before any annual commitment. | Working hours, every month again. | |
As of 16 September 2026, from public information.
Questions