The exact lines customers wrote, grouped by theme.
Quote mining pulls the recurring themes out of each rival's reviews and backs every one with quotes copied word for word from real customers. Filter by rival or by tone and read the actual language.
Every quote is checked to be an exact substring of a stored review before anything ships. A single mismatch fails the build. The model can group and rank, but it cannot put words in a customer's mouth.
“the coffee and croissants were worth the wait”— Julisa Caraballo, 5★
“staff almost throwing the receipt at me”— Suha Kim, 2★
“the place was absolutely buzzing”— Debisree Ray, 5★
“Either their coffee beans are way too sour, or they simply don't clean their espresso machines often enough”— Barbara J, 1★
“Staff mostly talking amongst themselves and seem to be less focused on the artistry”— Sophia Solivio, 3★
“they remember your usual, always with a smile and zero attitude”— valeri bolkvadze, 5★
“it can get crowded and hard to find a seat at times”— Valencia Lin, 5★
“The vegan peanut butter cookie here is secretly one of the best cookies in Williamsburg by far”— Micki Pellerano, 5★
“The coffee is spectacular”— san - runstodo, 5★
A real verbatim quote mining on Café Grumpy’s competitors.