Our Approach

Evidence-led, decision-useful, carefully limited

AWIE identifies, explains, and prioritizes developments that matter for animal welfare. We separate what is observed from what is interpreted, and we state the limits of every publication.

What we do

AWIE is an intelligence service, not a news aggregator. Each piece of research aims to answer three questions:

• What changed? The observed facts and their dates.
• Why does it matter? The reasoning and its scope.
• What should advocates monitor next? Follow-up signals.

Method

Research is produced through manual review and is clearly labelled with its source method. Every publication lists stable, checkable sources and distinguishes publication date from evidence cutoff and, where relevant, the date of the underlying event.

A human research report is never presented as an automatically verified search result.

Limits

AWIE does not monitor everything. It highlights significant, evidence-supported developments. Each report carries explicit geographic and methodological limits, and we do not assert demonstrated impacts on animals from website traffic, a self-reported decision, or an unverified impact story.

Independence

AWIE publishes on the basis of evidence and careful analysis. Publication decisions are subject to a separate editorial approval gate, and corrections are recorded on each affected report.

Measurement

We measure reach (views, source of traffic) and engagement signals (downloads, citations, outbound links) separately from decision contribution, which is never inferred directly from analytics. Web analytics help us understand access to our research; they do not establish whether our work changed a decision or improved animal welfare.