Webz.io Blog

A glass news card separates into cyan reported-results and amber forecast-range panels, illustrating distinct earnings claim types.

October 31, 2026 6 min

Financial News API: Extract Earnings Results Without Mixing in Guidance

An earnings article can contain several revenue figures that answer different questions. One describes a completed quarter. Another is management's...

A glass inspection lens separates a precise hostname match from nearby nonmatching address cards in a threat intelligence data stream.

October 30, 2026 6 min

Dark Web Threat Intelligence: Match AI Relay URLs Without Flagging the Wrong Host

A domain watchlist can produce a convincing alert for the wrong reason. The watched name might appear inside a query...

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

October 29, 2026 6 min

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.

October 28, 2026 6 min

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.

October 27, 2026 6 min

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.

October 26, 2026 3 min

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.

October 25, 2026 3 min

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.

October 24, 2026 3 min

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.

October 23, 2026 4 min

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.

October 22, 2026 5 min

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,...