# Decision Labs

> AI-driven products, custom ML models, and geospatial infrastructure from concept to deployment.

- HTML: https://decision-labs.com/
- LLM: https://decision-labs.com/llm/index.md

## Summary

Decision Labs builds AI-driven products, trains custom models, and creates intelligent systems that turn complex data into actionable insights. We also operate Geobase, a Postgres-native geospatial platform used by enterprise and government teams.

## Featured content

- **Rethinking Roofs: Cooling Homes in Informal Settlements with What Already Exists** (2026-04-24) — We entered the Rethinking Roofs global competition with a simple premise: don't replace what people have. Work with it. Three low-cost roof cooling strategies, three cities, 3–5°C impact.
  - Link: https://decision-labs.com/blog/rethinking-roofs
- **AI Deepfakes From Space — Recorded at Web Summit Qatar 2026** (2026-02-24) — Recorded live at Web Summit Qatar 2026, Shoaib Burq joins Ania Lichtarowicz — former BBC journalist and host of the 'Somewhere on Earth' Global Tech Podcast — to discuss the growing threat of AI-generated and manipulated satellite imagery. He explains how the ESA-backed Verisat AI project detects hidden fingerprints left by generative diffusion models — helping governments, journalists, and humanitarian organisations tell real Earth observation data from artificial deception.
  - Link: https://www.youtube.com/watch?v=-_mwkTTOAco
- **Working With Geospatial Embeddings With PostGIS And PGVector** (2024-01-25) — In this talk, we share how we built geospatial embeddings directly into Geobase.app, our geospatial backend. By extending PostGIS with PGVector, we enabled semantic search and similarity queries over maps, rasters, and vector data sets. We’ll walk through the technical design choices, from embedding generation to storage and retrieval, and show how these capabilities power real-world use cases, such as neighborhood similarity, environmental monitoring, and AI-driven geospatial assistants. The session will highlight lessons learned in integrating modern AI/ML methods with a Postgres-native stack, making advanced retrieval workflows accessible to developers and analysts.
  - Link: https://www.youtube.com/watch?v=-Pd_yV738mg

## Key links

- Work and products: https://decision-labs.com/work
- Customers: https://decision-labs.com/customers
- Blog: https://decision-labs.com/blog
- Contact: https://decision-labs.com/contact
- Book a call: https://cal.com/decision-labs
- Email: team@decision-labs.com