Happy Birthday to BEACON!

It has been exactly one year since we celebrated the official launch of BEACON. In the world of public health and AI, a year can feel like a decade—and looking back at what this program has accomplished since April 2025, it’s clear we haven’t just been “watching” the news; we’ve been rewriting how the world responds to it. Our reports have been quoted in government documents, academic studies, trade and professional publications, and across global media.

Here is a look at the milestones that defined our first full year of operation.

Global Footprint: Reaching 226 Countries and territories

When we launched, our goal was to create a truly global “radar” for biological threats. One year later, BEACON is now utilized by over 100 government and multilateral public health organizations.

  • Scale: Our insights now reach users across 226 countries, territories, and recognized autonomous zones. We’ve published 2169 reports on outbreaks in 169 countries – and outer space!
  • Actionable Intelligence: Our focus is context. We don’t just share that a disease event is happening, we share “why this matters” so that local health authorities, clinicians and citizens can make better decisions.

Rapid Response Reporting: Revolutionizing the Intelligence Pipeline

One of our biggest technical triumphs this year was the successful integration and open-sourcing of PandemIQ Llama.

  • Domain Expertise: Unlike general-purpose AI, PandemIQ was trained on a specialized corpus of over 5.8 billion tokens of public health literature and outbreak data.
  • Speed: By leveraging this domain-adapted LLM, we’ve significantly reduced the time it takes to extract key information from news stories and public health reports which are uploaded into our editorial system, helping us identify severity, reliability, relevancy and recency of new disease signals. We also use LLMs to help us draft the first version of new outbreak reports which are then edited, contextualized and published by our outbreak analysts.

Human Driven Outbreak Intelligence Supported by Technology 

While the AI is fast, it will never be able to replace the unique perspective our experts bring from decades of clinical response experience and local, on-the-ground contextualization. We successfully onboarded a global network of outbreak analysts and subject matter experts across thirteen countries throughout Africa, the Middle East, Asia, Europe, and the Americas, who are critical for:

  • Signal identification: In addition to web-scraping from our partner Healthmap, our network of outbreak analysts, global partners and every day citizens like you have played a big part in helping us identify critical biological events. These contributions make up nearly half of what we eventually publish.
  • Verification: All verification of outbreak signals whether identified through web scraping or through individual submission are verified by our outbreak analysts through digital investigation and sometimes conversations with regional stakeholders and public health partners.
  • Contextualization: Bringing immense amount of disciplinary and regional expertise, our outbreak analysts and a large network are what makes our reports unique and rich in detail and actionable intelligence.

Strategic Partnerships & The WHO Integration

You don’t solve global problems in a silo.

What’s Next for BEACON?

As we blow out our first candle, we’re already looking toward Year Two. Expanding on our reporting during the 2026 Winter Olympics, we’re diving deeper on outbreaks connected to mass gatherings, starting the 2026 FIFA World Cup. We are working on expanding our expert network into even more regions and continuing to refine the PandemIQ model to catch “the next big thing” before it starts.

Thank you to our partners, our analysts, and our community. Here’s to a safer, more connected year ahead.