OMNIA is a professional decision-support tool. It does not replace professional clinical judgement. The following limitations apply:
OMNIA's suggestions are starting points for a SENDCo's professional decision — not instructions to follow without review. A qualified SENDCo reviewing AI-generated content is always the clinical safeguard, not the platform itself.
Evidence ratings reflect the best available research, which is sometimes limited, sometimes conflicted, and always evolving. Some SEND need types have stronger evidence bases than others. OMNIA reflects this honestly in its ratings.
Individual pupils may respond differently to interventions than group-level evidence predicts. Monitoring individual impact is always necessary. Evidence tells you what to try first — not what will definitely work for this child.
Hattie's Visible Learning has attracted legitimate methodological criticism. OMNIA uses it as one source among several, weighted alongside MetaSENse and EEF rather than as the sole authority.
OMNIA does not provide medical advice, psychological assessment, or therapeutic recommendations requiring qualified clinical registration.
Where evidence is weak, OMNIA says so. Where evidence is mixed, OMNIA presents both sides. Where an intervention has potential for harm in specific circumstances, OMNIA states this prominently.