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How It Works

Top News Clips uses a multi-stage, multi-model process guided by published standards to produce each daily briefing.

The trust isn't “the AI said so.” It comes from the process: source labels, confidence labels, public methodology, coverage measurement, and multiple systems checking the work before publication.

Step 1

Broad intake

The system starts with a wide pool of sources spanning nonprofit investigative newsrooms, public broadcasters, wire services, independent journalists, open-source intelligence organizations, and commercial news outlets. We pull from over 50 channels across 10 credibility tiers.

A useful briefing starts wide before it gets selective.

Step 2

Deduplication and noise filtering

The pipeline removes duplicates and filters out:

–repetitive versions of the same story
–low-information content
–promotional material dressed as journalism
–commentary masquerading as reporting
–sensational content designed mainly to hijack attention

The goal: keep the briefing from becoming a landfill with good typography.

Step 3

Source classification

Every source is classified using our published 10-tier Source Credibility Taxonomy — from Tier 1 (nonprofit investigative newsrooms like ProPublica and FRONTLINE) through Tier 10 (unverified community-sourced content). The tier travels with the story from pipeline to publication.

See the full taxonomy →

Step 4

Coverage analysis

The system checks each story against 15 major US news outlets — including NYT, Washington Post, CNN, Fox News, AP, Reuters, BBC, NBC, ABC, CBS, WSJ, Politico, The Hill, NPR, and USA Today. Stories covered by fewer than 3 of those 15 outlets are flagged as Limited Coverage, with the exact count displayed.

This is a measurement, not a conspiracy claim. You decide what to make of it.

Step 5

Multi-model challenge

Instead of relying on one AI model, Top News Clips uses multiple models with different strengths and blind spots to review, challenge, and synthesize the strongest candidates.

Think less "oracle." More "a room full of very fast researchers required to check each other's work."

Step 6

Briefing construction

The system assembles the daily briefing into distinct sections:

–Need To Know — the day's most significant underreported stories
–In The Know — categorized stories across politics, science, business, and culture
–Global Blindspot — international stories US media is ignoring
–Global Lens — how international outlets frame stories US media is also covering
–Mainstream Pulse — what NPR, NYT, AP, Reuters, WSJ, and Fox News are each leading with, left to right

Every story carries its source tier badge, source handle, and coverage count.

Step 7

Continuous improvement

This is not a finished monument. It's an evolving system. We continuously refine source calibration, filtering quality, summarization accuracy, coverage detection, tier classifications, and editorial proportion. The taxonomy is reviewed quarterly. Sources can shift tiers based on changes to their funding, editorial independence, or track record.

Example: How a story reaches your briefing

Step 1 — Source identified

Channel: @60minutes — Tier 6 (Commercial Newsroom)

Published: April 4, 2026

Step 2 — Coverage check

Checked against 15 major US outlets. Result: 0 of 15 had covered this story at publication time.

→ Flagged as Limited Coverage.

Step 3 — Content classification

Type: Reported — original field journalism with named sources.

Not commentary. Not raw footage. Not promotional.

Step 4 — Verification

A second AI model challenges the classification, checks the financial figures, and flags anything that can't be corroborated. If confidence is below threshold, the story is held for human review rather than published.

Step 5 — Placement decision

Assigned to: Science & Technology

Rationale: primary significance is the engineering innovation, not the geopolitics.

Step 6 — Summary written

Attribution-forward voice. “60 Minutes reports that...” No editorial conclusions beyond what the source documents.

Result: story appears in today's briefing with:

– Tier 6 badge (Commercial Newsroom)
– @60minutes handle
– “0 of 15 outlets” coverage count
– Neutral, source-attributed summary

How Stories Are Selected

A story qualifies for the daily briefing when it meets at least one of these criteria.

—

Public consequence The development directly affects government policy, public spending, civil rights, public health, or institutional accountability.

—

Market or economic impact The story affects consumer prices, employment, trade, or financial markets in ways that reach ordinary households.

—

Democratic process The development involves elections, judicial decisions, legislative action, or government transparency.

—

Undercovered significance The story is verified and consequential but receiving limited attention from the 15 major US outlets we monitor.

—

Global perspective International coverage reveals a meaningfully different framing of an event also covered in US media, or an event the rest of the world considers significant that US outlets have not covered.

—

Structural pattern The story documents a systemic issue — corporate practice, institutional failure, policy gap — rather than a one-time event.

Stories are not included simply because they are viral, dramatic, or emotionally provocative. Virality and engagement metrics are tracked but are not inclusion criteria.

Short version

Overnight, the pipeline pulls from 50+ sources across 10 credibility tiers, filters junk, classifies every source, checks coverage against 15 mainstream outlets, pressure-tests stories with multiple AI models, and assembles a briefing with visible source labels and coverage counts — so by morning, you have the full picture in 5 minutes.

Broader context and undercovered stories are surfaced. No doom scroll required.

Why trust this →Source taxonomy →FAQ →