# Human–AI Quality Barometer

> Tracks quality, factual errors and the human role in AI-assisted creative production.

Human view: https://hasty.se/en/studier/human-ai-quality-barometer
Agent view: https://hasty.se/en/studier/human-ai-quality-barometer.md

Languages: sv=https://hasty.se/studier/human-ai-quality-barometer | en=https://hasty.se/en/studier/human-ai-quality-barometer | no=https://hasty.se/no/studier/human-ai-quality-barometer | da=https://hasty.se/da/studier/human-ai-quality-barometer | fi=https://hasty.se/fi/studier/human-ai-quality-barometer

Status: protocol. Evidence: pilot. Cadence: annual.

## Research question

When does human–AI collaboration outperform either alone?

## Method

Blind matched tests compare human, AI-assisted and hybrid work using balanced order and separate evaluator groups.
Sample: Protocol stage. A full wave requires 20–30 matched sets per content type and at least 800 Nordic evaluations.

## Measures
- Clarity and persuasion
- Brand fit and originality
- Trust and factual errors

## Limitations
- Measures perceived quality, not campaign performance.
- Findings apply to tested formats and model versions.

Hasty funds and commissions the programme. Methods, exclusions and limitations are public.

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- https://hasty.se/llms.txt
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- https://hasty.se/sitemap.xml

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