AI for Pharma Safety Case Literature Monitoring…

AI for Pharma Safety Case Literature Monitoring & Triage

Continuously scan literature and safety sources with AI to detect, triage, and route potential safety cases faster and with better compliance.

Safety teams must process growing volumes of publications, case reports, and signals. AI accelerates search, extraction, dedup, and triage to reduce missed signals and speed submissions.

Routing to safety reviewers with evidence bundles.

Prioritization by risk and regulatory timelines.

Audit trails of search strategies and inclusions.

live demo · related simulation● LIVE

Connect to literature APIs/feeds; crawler where allowed.

Normalize texts; language detection; de-dup.

Feature store for entities/events and links to products.

Frequently asked questions

What is the purpose of auditing and exporting data for inspectors and quality assurance teams?

Audit/export for inspectors and QA.

How do I connect literature and safety feeds, and set up search strategies and logs?

Connect literature/safety feeds; set search strategies and logs.

What steps should be taken to validate the train extraction and classification processes with safety experts?

Train extraction/classification; validate with safety experts.

How do I deploy the reviewer console, pilot triage procedures, and measure recall and time efficiency?

Deploy reviewer console; pilot triage; measure recall/time.

▶ Try it live

Everything above runs in your browser — open Hash Function Avalanche Visualizer and change the parameters while it is running. Nothing is installed, nothing is uploaded, the whole model lives in one tab.

▶ Open Hash Function Avalanche Visualizer simulation