Methodology

How the briefing
gets made.

KeyNews.AI is machine-curated with a human in the loop. Here is the whole pipeline — what's automated, what a person decides, and where the honest limits are.

80+
Curated sources
40,400+
Articles scored
Daily
Edition cadence

The pipeline

Five steps, source to edition.

01

A curated source list

Everything starts with 80+ hand-picked sources — vendor engineering blogs, research labs, trade press, and practitioner writing. The list is maintained by a human: sources earn their place by being consistently useful and get removed when they stop being. We don't scrape the open web.

02

Automated collection

A pipeline crawls those sources on a fixed schedule throughout the day and stores every new article it finds. Collection is fully automated — no story is typed in by hand, and nothing is collected outside the curated list.

03

Machine scoring and classification

Each collected article is read by Claude, an AI model from Anthropic. It scores relevance for our audience on a 0–100 scale, assigns the story to one of our six desks, and pulls out the key facts and figures worth surfacing. The scoring prompt encodes our editorial brief: enterprise and tech AI, practitioner-relevant, signal over volume.

04

Editorial thresholds

Only stories that clear a relevance threshold make it onto the site. Most collected articles never surface — that filtering is the product. When a day produces too little that clears the bar, that day's edition stays thin or empty. We never pad an edition to look busier than the news actually was.

05

Daily editions, human review

Cleared stories are assembled into a dated daily edition — one anchor story plus briefs — that becomes a permanent archive page. A human reviews the published output and the pipeline's choices on a regular cadence, adjusting sources, thresholds, and prompts. We do not claim every individual story is hand-checked before it appears; the human work is in tuning the system and correcting it when it's wrong.

The fine print

What keeps it honest.

We link out, always

KeyNews.AI is a curation and briefing layer, not original reporting. Every story links to the outlet that reported it, and the source is named on every card.

Timestamps are real

“Updated Xh ago” reflects the pipeline's most recent successful run — not a marketing clock. If the pipeline stalls, the timestamp ages honestly. Story counts and per-desk figures shown around the site are computed live from the same database the pipeline writes to.

Empty days stay empty

If no edition was published on a date, that date shows no edition. We never backfill history or fabricate an archive.

Machine-made, and labeled as such

This page exists because the honest description of KeyNews.AI is: a machine-curated briefing with a human editor in the loop. If you spot an error, tell us on any channel in the footer and we'll fix the record.

Read the output, not the pipeline.

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