Webz.io Blog

A glowing evidence dossier connects source cards representing observed actions, researcher assessments and unresolved AI capabilities.

November 4, 2026 6 min

Dark Web Threat Intelligence: Preserve the Evidence Behind AI Ransomware Labels

An underground post can advertise autonomous ransomware without demonstrating how the attack works. A technical investigation can document encryption while...

November 3, 2026 5 min

Google Is Ending Full-Web Programmable Search in 2027: A Webz.io Migration Guide

If your product uses Google Programmable Search Engine (PSE) to search across the web, plan for a change before January...

A glowing filter separates retrieved news cards from a compact display card with a source-link symbol.

November 3, 2026 6 min

News Search API Integration: Separate Retrieval Context From Display Text

A news search API response should not become a customer-facing response simply because the fields are available. An application may...

Glowing news query ledger tracks completed and delayed search responses in blue and amber.

November 2, 2026 6 min

News Search API Benchmarks: Count Every Query in Your Trial

A news search API can return excellent results when a request succeeds and still leave an AI agent waiting without...

Four glass breach-record cards pass through a grouping prism into two service-account groups and an amber unresolved record.

November 1, 2026 5 min

Data Breach API: Define What Your Exposure Counts Actually Measure

A dashboard showing “exposed users” may actually be counting returned records. Those records can include repeated observations, several services associated...

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...