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03 · NLP · SHIPPED

RivieraInsight.

NLP competitive-intelligence tool for tourism operators on the French Riviera. Analyses TripAdvisor reviews with CamemBERT and KeyBERT.

74% POSITIVE

  • Python
  • FastAPI
  • Next.js
  • Playwright
  1. PROBLEM

    Riviera hotels and restaurants read their reviews by hand, one platform at a time, and never see how they compare with the place next door.

  2. DATA

    1 240 TripAdvisor reviews collected with Playwright across 8 competing properties in Nice, cleaned and normalised for French text.

  3. APPROACH

    CamemBERT for sentiment, KeyBERT for dominant keywords, served through a FastAPI service and read in a Next.js dashboard. Built for AzurEscape.

  4. RESULT

    74% positive sentiment as a baseline, dominant themes surfaced per competitor (view, breakfast, cleanliness, service) and a ranked score per property.

Next projectAzurEscape Booking 
Katib Kachi

Salut, je suis Katib.

I build data & AI tools,
from raw data to production.

Master 1 AI student at Université Côte d'Azur, previously prep school at ESI-SBA. I am looking for an apprenticeship with a team that values technical rigour, collaboration and real impact.