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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. Yogi
Yogi connects reviews, support tickets, social chatter and surveys for large consumer goods brands, with rules-based alerts and an assistant called Ask Yogi. Panovo builds one model of your category from the reviews themselves, pushes findings to each team and links every number to the review behind it.
| Criterion | Panovo | Yogi | The difference |
|---|---|---|---|
| Sources | |||
| Marketplace reviews as a source | FullReviews from e-commerce platforms are the primary source, collected continuously. | Full | Product reviews from 400+ retailers. |
| Monitoring per product listing | FullEvery listing is tracked on its own: yours and your competitors'. | Full | Zoom into each product. |
| Forums and social media | FullForums, consumer sites and social media feed the same model. | Full | Social and forums, app reviews, care tickets, surveys, video. |
| Evidence | |||
| Every number traceable to the review | FullEach number opens down to the reviews behind it. | Part | AI summaries with verbatims; a link from every number to its review is not described. |
| Competitors on the same attributes | FullYour products and theirs are read against one set of attributes. | Full | Benchmarks across competitors, brands, products and retailers. |
| Your own taxonomy | FullOne taxonomy you define, applied to every review. | Open | Filtering by theme; a taxonomy you define is not described. |
| In daily work | |||
| Findings pushed before anyone asks | FullThe relevance model learns what matters for whom and pushes it. | Full | Rules-based alerts on sentiment drops, keyword spikes and competitor moves. |
| Ask the data in plain language | FullThe research agent answers category questions across all reviews. | Full | Ask Yogi answers in plain English with charts and verbatims. |
| Pricing model | Per category, quote on request, with a starter phase before any annual commitment. | Demo and free start; prices on request. | |
As of 16 September 2026, from public information.
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