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The Manipulation lens analyzes for persuasive and coercive load. It reads how much the content is leaning on emotional pressure and involuntary triggers versus reasoning and genuine appeal. It’s best used as a guardrail: a check on how a piece is winning people, not just whether it’s working.

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What it analyzes for

  • Emotional pressure and urgency tactics.
  • Coercive load: pushing rather than convincing.
  • The balance between feeling and reasoning.

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When to use it

1

Brand-safety review

Before a campaign ships, check Manipulation to make sure persuasion isn’t tipping into pressure that could damage trust.
2

Diagnosing a high-converting but risky ad

If a spot scores high on Purchase Intent, read Manipulation to see whether the desire is earned or pressured.
3

Comparing a hard sell vs. a soft sell

Run both versions and see how much each leans on coercive load to get the result.

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Reading the score

  • High: the content is leaning hard on emotional pressure and involuntary triggers rather than reasoning. Effective, but a flag worth a second look.
  • Low: the content is persuading through genuine appeal and reasoning, with little coercive load.

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What the API returns

When you score the manipulation lens, the scan carries a full manipulation block alongside the per-second timeline — the same research-grounded read the dashboard renders. It includes the conversion-risk and Cognitive Sovereignty Index, the Prefrontal Balance Index (pbi), a headline threat verdict, a directional population projection, the two-axis quadrant, the four brain circuits, the persuasion-mechanisms split, a per-second guard-down timeline, the most-persuasive peak_moment, and the detected tactics. Every number is directional and network-proxied. See the full shape in Get a scan.

All lenses

Back to the four lenses.