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Drug intelligence · Reviewed 13 August 2026

AI and drug-trend intelligence

AI can organise a large amount of public and operational material. It can also amplify rumour, merge locations and remove the uncertainty essential to good intelligence.

Practice position

AI assists. People decide.

Use approved systems, minimise information, check important output and keep accountable professional judgement human-led.

Separate signal, source and conclusion

Record where a claim came from, when it was observed, which geography it concerns and whether it is confirmed elsewhere. A repeated online claim is not automatically independent corroboration.

Protect operational information

Do not place identifiable reports, sensitive operational intelligence or source details into a general-purpose system. Use approved environments and agreed circulation controls where AI supports authorised analysis.

Keep uncertainty visible

Ask AI to label what is known, reported, inferred and unknown. Human analysts should assess reliability, duplication, alternative explanations and the consequence of issuing or withholding an alert.

Practical checklist

  • Record source, date and geography
  • Distinguish report from verified trend
  • Protect sensitive intelligence
  • Check substances and terminology
  • Retain accountable analyst judgement
Drug-trend briefing use caseEvidence Observatory

Written by Tony D’Agostino / TD Consultancy. Reviewed . This page provides general professional education, not legal or clinical advice.