EI-101 · Module 2

Classifying Ecosystem Signals

3 min read

Once you have identified a genuine signal, classify it by type and urgency. Signal classification determines who needs to know, how quickly, and what action they should consider. The VANGUARD taxonomy uses four signal types: capability signals (a new technology capability becomes available or an existing one degrades), market signals (pricing, positioning, or go-to-market changes), regulatory signals (new rules, enforcement actions, or compliance deadlines), and structural signals (M&A, partnerships, or organizational changes that reshape the ecosystem map).

Do This

  • Classify every signal by type (capability, market, regulatory, structural) before analyzing it
  • Assign an urgency level: immediate (act this week), near-term (act this month), horizon (monitor for 3-6 months)
  • Route signals to the right consumer based on classification — capability signals go to engineering, market signals go to sales

Avoid This

  • Dump all signals into a single undifferentiated feed — different signal types require different responses
  • Treat every signal as urgent — urgency inflation destroys the credibility of your classification system
  • Classify signals after distributing them — the recipient needs the classification to know how to respond

Urgency levels are calibrated to decision timelines. An immediate signal means someone needs to evaluate a decision this week — a model deprecation notice with a 30-day sunset, a regulatory enforcement action affecting your compliance status, a vendor acquisition that threatens a critical integration. A near-term signal means someone should factor this into their current planning cycle. A horizon signal means "add this to the watch list and revisit next month." Most signals are horizon signals. Misclassifying them as immediate creates alert fatigue that causes your consumers to ignore the real immediate signals when they arrive.