Material Change Detection
Process
- Confirm the companies, pages, signals, and cadence the user wants monitored.
- Capture the source, observation date, and before-and-after evidence where available.
- Classify the change as pricing, packaging, positioning, product, distribution, hiring, or noise.
- Record confidence and exclude cosmetic edits or unsupported conclusions.
Guardrails
Use public evidence only. Do not imply access to confidential plans or treat every visual edit as a strategic move.