Competitive changes are noticed ad hoc from Twitter threads and customer mentions.
Research workflow: collect public changes → synthesize themes → human fact-check → publish internal brief. Sources must be verified; no invented quotes.
Trigger: Weekly schedule or major alert
Treat AI synthesis as a draft. Verify every material claim against primary sources.