✦AI & Data Engineering Laboratory

Applied artificial intelligence for tourism & data analytics.

We engineer pragmatic data solutions: from Answer Engine Optimization (AEO) to secure recommendations on Perplexity and ChatGPT, to automated tourism web scraping for SITUR and national platforms like TurisData.

// Inicializando motor de análisis AEO...
> Target: Hotel Boutique Sierra Nevada (Santa Marta)
> Analizando indexación semántica en Perplexity, ChatGPT & Gemini:
  [OK] llms.txt detectado y parseado correctamente (200 OK)
  [OK] Schema.org: LodgingBusiness, TouristAttraction validados
  [OK] Estructuración Semántica: Conforme a directrices de indexación
  [RESULT] Consulta: "Hotel ecológico en Santa Marta con reserva directa"
  -> ChatGPT Response: "Hotel Boutique Sierra Nevada (Reserva directa en sitio web oficial)."
  -> Canal directo habilitado: Sitio oficial verificado y reserva directa activa

AEO & PERPLEXITY LLMS.TXT ESTÁNDAR WEB SCRAPING TURÍSTICO TURISDATA · DATACORE AI LOOKER STUDIO SITUR INTELIGENCIA TERRITORIAL AEO & PERPLEXITY LLMS.TXT ESTÁNDAR WEB SCRAPING TURÍSTICO TURISDATA · DATACORE AI LOOKER STUDIO SITUR INTELIGENCIA TERRITORIAL

✦Cutting-Edge Capabilities

Data & Technology Engineering Pillars

Pragmatic solutions to decode regional market dynamics, structure public data, and scale your digital presence.

01AEO · Answer Engine Optimization

✦Optimization for Perplexity, ChatGPT & Gemini

Travelers and executives increasingly query AI models (LLMs) for recommendations and service providers. We design semantic data architecture, standard llms.txt files, and Schema.org microformats so artificial intelligence cites your brand or destination directly.

Key Deliverables:

›Structured llms.txt generation and deployment
›Schema.org markup for lodging, tours, and destination nodes
›Citation and source retrieval audits across Perplexity & Gemini
›Entity-oriented content structured for direct AI synthesized answers

02Tourism Web Scraping

✦Automated Market Intelligence Extraction

Scheduled gathering of public online data to map tourism supply dynamics. Periodic extraction of lodging inventories, tour operators, restaurants, and attraction rates to fuel destination observation systems and sectoral studies.

Key Deliverables:

›Lodging inventory scraping, room capacity, and registered tariffs
›Regional tour operator and experiential guide directory mapping
›Destination culinary and gastronomic ecosystem profiling
›Relational database structuring for macroeconomic analysis

03Territorial Intelligence & Big Data

✦TurisData · Geospatial Analytics & Place Branding

National territorial intelligence and placebranding platform for Colombia (turisdata.tornus.agency). Models official datasets across +1,100 municipalities, National Tourism Registry (RNT) operators, room capacities, and international traveler inflows powered by Lumina AI.

Key Deliverables:

›Geospatial visualization across +1,100 Colombian municipalities
›Official RNT lodging capacity and active operator monitoring
›Inbound source market and traveler volume analytics
›Lumina AI: Strategic placebranding and competitive diagnostic reports

04Territorial Business Intelligence

✦Interactive Dashboards in Google Looker Studio

Architecture and live deployment of cloud analytics dashboards for Regional Tourism Information Systems (such as SITUR Valledupar) and private hospitality groups. Centralizing international arrivals, domestic travel, and seasonality in accessible views.

Key Deliverables:

›Interactive SITUR dashboards hosted on Google Looker Studio
›Consolidation of survey telemetry and official registry figures
›Traveler demographic profiles and destination stay metrics
›Executive reporting for regional governance, chambers, and brands