THE SPENDWINDOW STANDARD

Evidence before opportunity.

Intent products get dangerous when weak signals hide behind impressive scores. SpendWindow is built the opposite way: preserve the evidence, challenge the inference, explain the uncertainty, and only deliver opportunities that survive the verification boundary.

Source provenanceNegative-evidence checksConservative identity resolutionExplainable scoringVerification boundary
SIX LAYERS OF TRUST

The customer sees a simple playbook because the system does the hard thinking first.

01

Detect change

Openings, relocations, leases, permits, construction, remodels, reopening, occupancy and expansions create observable buying-window signals.

02

Resolve identity

Business names, domains, locations and official occupant evidence are correlated conservatively. Owners, landlords and contractors are never silently treated as occupants.

03

Challenge the signal

Canceled projects, denied approvals, terminated leases, closings, residential work and other negative evidence can suppress or downgrade candidates.

04

Verify evidence

Customer-facing opportunities retain source provenance and require verification. Evidence quality is scored separately from commercial priority.

05

Understand timing

Verified signals are stacked into a buying journey so stage and velocity can change the recommended action.

06

Learn from outcomes

Review decisions, source quality and customer outcomes improve ranking gradually without letting tiny samples overpower the evidence.

TWO SCORES. TWO DIFFERENT QUESTIONS.

Priority is not certainty.

SpendWindow separates commercial urgency from evidence quality so customers never have to confuse “this is worth working” with “this source proves a contract exists.”

OPPORTUNITY PRIORITY94

Who should I work first?

Ranks timing, fit, freshness, likely value and buying-stage context.

EVIDENCE TRUSTA

How much should I trust the proof?

Measures source class, recency, independent corroboration and bounded historical calibration.

THE CONFIDENCE LEDGER

What we know. What we infer. What remains unresolved.

Every opportunity can explain itself without turning the dashboard into an analyst workstation. Proof is available on demand; uncertainty stays visible instead of being erased.

VERIFIEDEvidence-backed facts
  • Business + location
  • Observed change event
  • Source documents
  • Verified journey signals
INFERREDCommercial interpretation
  • Likely service needs
  • Buying-stage timing
  • Commercial fit + urgency
  • Target roles
UNRESOLVEDThings we do not fabricate
  • Vendor award
  • Approved budget
  • Unverified occupant identity
  • Market activity we cannot observe
WHAT “VERIFIED” MEANS HERE

A candidate can be interesting without being customer-ready.

The verification boundary is the line between raw research and something SpendWindow is willing to place in a seller's feed. AI can surface a candidate; evidence, identity and contradiction checks determine whether it crosses that line. Strong independently corroborated cases can clear a strict automated policy; ambiguous cases remain for review.

RESEARCHCandidate detectedInteresting signal, not yet a customer opportunity.
CHALLENGEIdentity + negative evidenceWrong occupant, canceled project or weak proof can stop it here.
VERIFICATION BOUNDARYEvidence survives verificationOnly verified signals can move forward to customer matching.
DELIVERYAction-ready opportunityTerritory, service fit, timing, proof and next move are assembled.
A · 90–100Strongly corroborated
B · 80–89High-confidence evidence
C · 68–79Evidence-backed
D · below 68Needs stronger corroboration
TRUST THE CALL

The goal is not more signals. It is fewer, better decisions.

See what the customer experience looks like when all of this intelligence is hidden behind a simple next move.