Webz.io Blog

A glass permission gate separates retrieved news cards from an approved email destination while blocking an alternate route.

RAG Security for News Search: Can an Article Change the Email Recipient?

In retrieval-augmented generation (RAG), retrieved reporting becomes part of the model's input. A news agent may need to read instructions...
Connected malware-license and sample cards with separate actor identities, illustrated in blue and amber light.

Dark Web API Integration: Separate Malware Licenses from Actor Identity

A dark web API can be very useful to provide an interesting observation without necessitating the attribution of who operated...
News source cards connect to a glass answer panel with an amber gap marking missing supporting evidence.

RAG Hallucinations in News: Define When Evidence Is Too Thin

News applications must inform the user when no meaningful answer is found. Returning a confidence paragraph with citations is not...
Two streams of news evidence converge at a glass decision gate before a controlled follow-up search and investigation record.

Agentic Search for News: Review the Investigation Trail

An adequate news response should have an investigation behind it that can be reviewed. In the case of building agentic...
Separate cyan ingestion and amber remediation ledgers retain their state as exposure records flow through a replay loop.

Data Breach API: Separate Ingestion Progress from Remediation

An exposure feed can be fully processed while a credential remains at risk. When integrating a data breach API, teams...
Glowing publisher policy card under a review lens, with separate news article cards connected across a digital globe.

News Source Credibility: Track Publisher AI Policies

A news API team needs to know where its sources stand on AI. A simple first step is to document...
Glowing cyan and amber news cards arranged on a timeline beneath an evidence lens, with a dotted digital globe in the background.

Temporal RAG for News: Test Conflicting Reports Prior to Ship

Agents can retrieve the latest report and still provide an older answer. Distinguishing up-to-date evidence and using it appropriately are...
Glass verification shield reviewing connected cyber threat data cards above a glowing digital globe.

Dark Web Monitoring API: Evaluate Breach Claims after PHP2Shell

PHP2Shell provides an example of the need to rethink how security teams respond to external breach claims. On October 21,...

Introducing Webz.io News Answers API: Direct Answers from the News, with Sources

News APIs typically return a list of articles. Sometimes you just need an answer. You’ve got to read the articles,...

Company News API: Track Funding, M&A, Executive Changes and Business Events

Tracking a company used to mean setting up Google Alerts, following its press page, watching financial news, and periodically searching...

Subscribe to our blog for more news and updates!

By submitting you agree to Webz.io's Privacy Policy and further marketing communications.

Footer Background Large
Footer Background Small

Power AI with Web Data

icon

Ready to Explore Web Data at Scale?

Speak with a data expert to learn more about Webz.io’s solutions
Speak with a data expert to learn more about Webz.io’s solutions
Create your API account and get instant access to millions of web sources
Create your API account and get instant access to millions of web sources