Communities and threads
Public questions, operator complaints, peer recommendations, and product comparisons where buyers reveal the pressure they are under.
What it watches
Real signal starts in messy places.
The graph is valuable because it can pull from very different kinds of public evidence without flattening them into the same meaningless keyword alert.
Reviews and product pain
Switching language, implementation issues, adoption complaints, and workflow failures that expose where dissatisfaction is turning active.
Hiring and operational change
New roles, tooling mandates, or process rebuilds that often signal budget movement before a formal buying process becomes visible.
How it resolves
The graph links evidence to companies, then judges the pattern.
Without resolution, alerting becomes noise. The graph tries to answer the harder question: are these fragments all pointing at the same account and the same likely buying motion?
Entity linking
Tie posts, reviews, job changes, and adjacent mentions back to the likely company so the operator can think in accounts instead of isolated URLs.
Confidence weighting
Not every source should count equally. The graph weighs freshness, explicitness, fit, and source credibility before it elevates an account.
False-positive defense
Weak mentions, duplicate chatter, or contextless keyword hits are pushed down so the queue stays sparse enough to trust.
How teams use it
The graph creates a queue the team can actually work.
Signal Graph is not a monitoring vanity screen. It becomes the input layer for operator briefs, founder reviews, and account prioritization across the team.
Queue ordering
Accounts rise or fall in priority as new evidence arrives, keeping the team focused on timing instead of static lists.
Evidence review
Operators can inspect the exact source pattern behind a score instead of being asked to trust a black-box number.
Continuous watch
Strategic accounts stay monitored even when the team is not actively working them, so new motion is caught early rather than rediscovered late.