Signal feed, full View Record, 47-org registry, 183 mock donors, RAGAS explained, org response status.
How VECTOR works
Four stages from federal declaration to philanthropic response.
01
Signal Detection
VECTOR monitors FEMA, NWS, CDC HAN, NIFC, and state emergency portals. Signals above confidence threshold (0.75) advance automatically. Below-threshold signals route to human review before any alert fires.
02
Registry Matching
Verified incidents are matched against the credentialed org registry by incident type, geography, and active capability tags. Only Tier 1–3 verified organizations appear in alerts.
03
Brief Generation + RAGAS
A local open-source model classifies signals. The Claude API generates donor-facing briefs. Each brief is scored by RAGAS across four dimensions before delivery — failing briefs are blocked.
04
Donor Alert
Personalized email delivered to registered donors with direct links to each matched organization's donation page. VECTOR takes zero platform cut — 100% flows to responders.
DEMO — ALL DATA SIMULATED · EMERGENZ VECTOR · EMERGENZ Corporation EIN 93-4070519 · Gates Foundation Grand Challenges Due Diligence
EMERGENZ Verified Emergency Cause Trigger and Organization Registry
Before we send you over —
A moment about how this platform works.
VECTOR takes zero platform cut. Zero.
No fees. No transaction percentage. 100% of your donation goes directly to the responding organization. VECTOR's operating costs are funded separately.
If this alert helped you give with confidence, consider a voluntary contribution to sustain the platform.
Voluntary · Restricted fund · Audited separately from all grant funds
Support the Registry contributions fund VECTOR platform operating costs only. Never commingled with organizational operating expenses. EMERGENZ Corporation EIN: 93-4070519.
Last login: Today, 8:31 AM · Tier 3 Partner · Registry since Oct 2023
Verification Status
✓
Tier 3 — Partner Verified
Verified by EMERGENZ Federation · MOU on file
Active
Registry Activity — Last 30 Days
6
Alert Appearances
428
Donor Reach
61
Give Now Clicks
Recent Alerts You Appeared In
Inbound Alert Notifications
VECTOR notifies you when your organization is matched to a new incident alert. Acknowledge to confirm deployment awareness. Declare your response status so donors and admins know your operational posture.
Organization Information
Capability Tags — click to toggle
Active tags (blue) determine which incidents your organization is matched for. Organized by category.
Heavy Equipment OperationsChainsaw OperationsMuck-Out & RemediationRapid DeploymentNational CoverageWater Rescue / SwiftwaterUrban Search and RescueTechnical RescueAerial Support CoordinationInternational Operations
Medical & Health
Emergency Medical Services (EMS)Advanced Life Support (ALS)Basic Life Support (BLS)Mass Casualty Incident (MCI)Mobile Integrated HealthPharmaceutical DistributionMental Health Crisis SupportTrauma CareEpidemiological Response
Logistics & Shelter
Emergency Shelter OperationsFood and Water DistributionSupply Chain DistributionDonations ManagementVolunteer CoordinationLogistics and StagingEOC Support / CommunicationsFirst Responder Rehabilitation
Recovery & Rebuilding
Home Repair & ReconstructionLong-Term Recovery (LTRO)Case ManagementCommunity Resilience ProgramsSchool RebuildingEconomic Recovery Support
What is RAGAS? RAGAS (Retrieval Augmented Generation Assessment) is an evaluation framework that measures the quality of AI-generated content against source material. VECTOR uses RAGAS to validate every donor brief before it is sent — ensuring that what donors read is accurate, relevant, and grounded in verified incident data.
Why it matters: Without RAGAS, AI-generated briefs could hallucinate details, overstate severity, or misattribute organizational roles. RAGAS acts as an automated quality gate. Briefs that fail are blocked and routed to human review. Briefs that pass carry a score donors and funders can audit.
0.81
30-day mean composite · Pilot cohort
Faithfulness0.89
Are all claims in the brief supported by source incident data? Score of 1.0 = zero unsupported claims (zero hallucinations).
Answer Relevance0.83
Does the brief address what the donor needs to make a confident giving decision? Measures signal-to-noise.
Context Precision0.76
Are the most critical incident details correctly prioritized over peripheral information?
Context Recall0.78
Does the brief capture all key facts from the source incident report without significant gaps?
Flagged briefs (30d)1
Blocked briefs0
Pass rate96.4%
Quality Gate Thresholds
Composite RAGAS score determines routing before any brief is delivered.
Auto-approve≥ 0.75
Human review0.65 – 0.74
Auto-block & regenerate< 0.65
Behavioral Metrics — Pilot
Alert-to-donation conversion14.2%
Industry average (email)2.3%
Median time to first donation4.3 hrs
Follow-event opt-in rate31%
Mean donor confidence score7.8 / 10
Repeat donor rate38%
Org acknowledgment rate87%
Registry support contributions$2,140
DEMO — ALL DATA SIMULATED · EMERGENZ VECTOR · EMERGENZ Corporation EIN 93-4070519