Source provenance
Customer-facing opportunities retain the evidence that produced the signal instead of stripping the record down to a score.
SpendWindow is early in its commercial life, so we do not fill the gap with invented testimonials, imaginary ROI or vague “AI-powered” claims. We show what the system actually does, how it rejects weak evidence, and what we are measuring before we publish performance claims.
A SpendWindow opportunity is not supposed to be a mysterious score. The business identity, observed event, source evidence, timing logic, uncertainty and recommended move are all separate pieces that can be inspected.
Customer-facing opportunities retain the evidence that produced the signal instead of stripping the record down to a score.
Canceled projects, denied approvals, terminated leases, closures, bankruptcy signals and residential false positives can suppress a candidate.
Owners, landlords, contractors and applicants are not silently treated as the operating business when the record does not support that conclusion.
Opportunity Priority answers who to work first. Evidence Trust answers how strong the proof is. One score cannot hide the other.
AI and rules can assemble candidates. Strong independently corroborated cases can clear a strict automated verification policy; ambiguous cases stay pending for review.
Wins, losses, no-response, not-a-fit and too-late outcomes are captured so the system learns from what actually happened.
SpendWindow can ingest official permit, occupancy and business-license records where supported. An official record may prove an event happened; it still does not automatically prove the occupant, the budget or the vendor decision.
“Best” is not a marketing adjective we can award ourselves. SpendWindow has a field-benchmark framework so performance can be judged against actual cases and alternatives as the sample grows.
We will publish measured precision, earliness, actionability, contact accuracy and outcome performance when the underlying sample is large enough to be useful. Until then, the absence of a number is more honest than a vanity statistic.
See the ranked feed, why-now reasoning, evidence and next move in the product demo.