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What the picker changes
  • Top topics digest — the cards score the selected period against the prior 4 weeks.
  • 12-week heatmap & outlet matrix — show the 12 weeks ending at the selected week (they slide back with the picker, they aren’t a fixed snapshot).
  • Per-topic volume / alias drift — same 12-week trailing window, anchored on the selected period.
  • Coverage gap quadrant — scores the selected period against the 12 weeks before it (not including it).
  • Anomaly cards — only show alerts the detector fired during the selected period. Quiet weeks legitimately show none.
What stays as-is
  • Outlet orientation strip / lean colours — context-only, drawn from the last 12 weeks of activity regardless.
  • Co-occurrence graph — recent-activity anchored, not picker-driven.
  • Source & topic profiles — all-time data for the topic; the picker doesn’t affect them.
Rolling 7 days is a sliding live window for “current vibes”; switch to Weekly to compare specific weeks side-by-side.
Weekly Rolling 7 days
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Week of 13 Jul 2026
→ This week
Press topic

Ai In Welfare Decisions

30 articles · 13 aliases in press · peaked week of 24 May 2026 · first seen 29 May 2026

The use of automated and artificial-intelligence-driven tools by New Zealand government agencies to make or assist in welfare and benefit decisions, including related legislation, oversight concerns, and comparisons to Australia's Robodebt scheme.

The stories behind this signal

across press, releases & commentary · links open at the source
News Baffling discovery has scientists asking if AI is already conscious Stuff · 14 JulRead ↗

Sample framings

Up to 12 framings across outlets and orientations — each a short phrase the extractor generated to characterise the piece's editorial angle (not a quote). Filter by lean to see how each bloc is spinning the story; click through to read the original.

rnz Centre

ai-driven decisions on benefit entitlements

New system set to reduce 'devastating' $1.5b beneficiary debt
30 Jun
odt Centre

government uses ai to streamline welfare checks

Using AI for benefit decisions a 'no-brainer': govt officials
17 Jun
+10 more framings Create a free account to see them all →

Coverage by outlet lean Methodology →

Stacked weekly counts; colour by editorial lean. Stuff and The Spinoff lean centre-left, NZ Herald centre-right, others centre.

Alias drift

How press outlets have named this topic, week by week.

Free account Create a free account to watch this topic — get alerted when framing shifts, when an MP adopts new language, or when discourse and press diverge. Create a free account Log in

Recent headlines

Most recent 12 articles linking to this topic.

How the public reacted

Social-media signal on the same topic, drawn from the social lens. Engagement is likes + 2×shares + 3×replies, the same weighting used across the digest cards. View on /social →

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