APEX OS · Alexander Frings · Español

Digital Signage with Audience AI

Digital Signage with Audience AI: a project by Alexander Frings (2026), in the Applied AI family.

Digital signage that reacts to who is looking at it. On the screen's own hardware, a vision model estimates presence, attention (where the person is looking) and audience profile, and a rules engine changes the content live; the log is local and anonymous. A CRTIC project: research closed, MVP scope defined and data contract agreed, with privacy as a design constraint from day one.

Image of the project Digital Signage with Audience AI

Project file

Year
2026
Family
Applied AI
Author
Alexander Frings, Design Engineer with an MSc in Innovation and Design
Map
Tool, on the physical side

Technologies and topics

  • Visión artificial
  • Edge
  • Jetson
  • Señalética digital
  • Privacidad
  • Retail
  • CRTIC

Related service

Related projects

  • ActiveUnlock: Exergaming (2026), shares CRTIC: CRTIC research and prototype on body-tracked physical play to increase active breaks at work. Using MediaPipe as the computer-vision engine, it proposes a…
  • CRTIC-Chat (2026), shares CRTIC: CRTIC's own conversational assistant built on nanochat, Andrej Karpathy's small open language model. It is fine-tuned on a synthetic dataset that represents…
  • Oráculo: A Digital Twin of Chile (2026), shares CRTIC: A multi-agent simulation engine to support decisions at CRTIC. From real Chilean signals it builds a knowledge graph, generates dozens of synthetic people and…
  • PortugalEdge: Live Detection by Distillation (2026), shares Visión artificial, Edge: Detect, live and at over 30 frames per second, only the Portugal players in a match. A large vision-language model, slow but able to understand “the ones in…
  • Smart Expense Agent (2024), shares Visión artificial: AI agent connected to WhatsApp to receive and process photos of financial documents. Computer vision + NLP to extract data, detect anomalies and structure…

More applied AI projects

  • Gus: AI Brand Assistant: A platform of AI agents for the food business, born as a thesis for UAI's MSc in Innovation and Design. n8n automation for small owners…