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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.
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Topic

Ai And Small Businesses

27 items · 22 aliases · peaked week of 9 Aug 2026 · first seen 2 May 2026

The adoption of artificial intelligence tools by New Zealand small and medium enterprises (SMEs), including government initiatives to support AI uptake, and debate over the productivity gains, operational benefits, and challenges AI presents for small business owners.

The stories behind this signal

across press, releases & commentary · links open at the source
Govt release Release: Labour will make AI work for New Zealanders Labour Party · 9 SepRead ↗

Stance breakdown Methodology →

How the framings classify across 9 articles. Each framing is labelled by a small AI stance classifier; see the methodology page for details.

78%
22%
Supportive 7 Critical 2

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.

newsroom-opinion Centre

practical, targeted assistance for business growth

Hipkins promises small businesses a ticket to the ‘AI revolution’
11 Aug
national-party Centre-right

equipping small businesses with smart, affordable tools

.jpg%3Fv%3D1744602484&w=828&q=75)\\ \\ **Government backs AI support for small business**\\ \\ 16 June, 2026\\ \\ Cameron Brewer
22 Jun
+10 more framings Create a free account to see them all →

Volume by source orientation Methodology →

Stacked weekly counts; colour by lean. “n/a” covers government and iwi-Māori sources where lean isn't applicable.

Alias drift

How this topic has been named, week by week. A new alias winning out is usually a framing shift.

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

In the press Methodology →

How the news corpus has covered this same topic over the last 12 weeks. 7 articles from RNZ, Stuff, NZ Herald, ODT, 1News, Newsroom and The Spinoff. Click through to the press view for the full panel.

12-week press volume 7 articles
+4 more headlines on this topic Create a free account →

Heard on radio

Verbatim segments from politicians speaking on podcasts and radio shows about this topic. Sourced via the voice-reference library — each speaker has been confirmed manually from their voice clip. Click play to stream the original audio from the publisher, pre-seeked to the moment the quote starts.

+5 more radio clips on this topic Create a free account →

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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