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Security Signal Intelligence

Relevant security news, breaches, and market events are difficult for GTM teams to monitor and interpret consistently.

Career signal: Market Intelligence, Product GTM, Strategic Programs

All projects

1. Problem

Relevant security news, breaches, and market events are difficult for GTM teams to monitor and interpret consistently.

Timely conversations need a shared, reviewed digest — not 20 people refreshing the same feeds.

Without this: Inconsistent awareness. Missed campaign windows.

2. Users

Primary: Product GTM and field marketers

Secondary: AEs preparing account conversations

Job: Know which events matter to which accounts, with a recommended use.

3. Evidence

Threat-intelligence playbooks at Rapid7 and industry training at Darktrace existed because the field could not monitor the market consistently on its own.

4. Goals and non-goals

Goals

  • Collect, deduplicate, classify, score relevance, and review before a digest goes out.

Non-goals

  • A news product.
  • Unreviewed alerts to customers.

5. MVP

A reviewed weekly digest with account/persona tags.

Question the MVP tests: Does a shared, reviewed signal feed change conversation quality?

6. Workflow

  1. Sources
  2. Collection
  3. Normalization
  4. Deduplication
  5. Classification
  6. Relevance scoring
  7. Review
  8. Digest / alerts

7. System design

Plain language

  1. Sources
  2. Normalize
  3. Classify
  4. Review
  5. Digest

Technical

  1. Source collection
  2. Normalization
  3. Classification
  4. Review queue
  5. Digest delivery

8. Data model

  • Source
  • Event
  • Account relevance
  • Review
  • Digest

9. Metrics

Operational

  • Faster market awareness

Behavioral

  • Digest usage
  • Campaigns launched from signals

Business

  • Hypothesis: stronger customer conversations and timely campaigns

10. Business impact hypothesis

If market events are reviewed and tagged, GTM should respond faster and more consistently. Next — not built. Human review stays in the loop.

11. Tradeoffs

  • Reviewed digest over real-time unfiltered alerts.
  • Deterministic source list over open-ended crawling.

12. Prototype

Next. Not started as software.

Intended value

  • Faster market awareness
  • Stronger customer conversations
  • Timely campaigns
  • Improved competitive and product insight

13. What I would build next

  • Source list
  • Review queue
  • Account tagging