SIGNAL GRIDv0.1

Weighing smoke: why AI visibility dashboards are mostly useless

1 sources1 storiesFirst seen 7/7/2026Score27Mixed Progress
Single Source
CoverageRecencyEngagementVelocityBignessConfidenceClipability
Bigness
27
Coverage
13
Recency
95
Engagement
6
Velocity
0
Confidence
50
Clipability
60
Polarization
0
Claims
1
Contradictions
0
Breakthrough
50

Sentiment Mix

Positive0%
Neutral100%
Negative0%

Geography

North America

Expert Signals

iainharper

author1 mention

Hacker News

source1 mention

AI-Generated Claims

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Weighing smoke: why AI visibility dashboards are mostly useless.

Supported by 1 story

Paper to Product Links

Related Events

Timeline (1 stories)

Jul 7 05:30 PMFirst
Weighing smoke: why AI visibility dashboards are mostly useless
Hacker News12 engagement

Receipts (1)

Bias Snapshot

Center
Left 0%Center 100%Right 0%