Catalog record · Operations & Efficiency
Stage as of Jul 3, 2023 · historical report, not live reconfirmation.
SKAI satellite building-damage assessment for disaster response
Primary workflow source. A named organization's workflow supported by a reviewed primary source. Stage is reported separately; this label does not establish measured outcomes or independent validation.
Last researched Oct 26, 2026. Source access and reported stage are recorded below; deployment evidence does not establish ROI.
What the research supports
WFP and Google Research use machine learning on satellite imagery to assess building damage and support emergency resource allocation, including the 2023 Türkiye–Syria earthquakes.
- Reported stage
- Production
- Technology
- Computer Vision
- Business function
- Middle Office
- Impact (legacy label)
- Not labeled
- Catalog date · unconfirmed
- Not reported
- Imported
- Oct 29, 2026
- Last researched
- Oct 26, 2026
Measures & evidence
WFP reports 13x faster and 77% cheaper near-real-time assessment
Original metric claim
Measurement window not disclosed
Scope, baseline & source
- Scope / denominator
- Measurement population / workflow scope not disclosed
- Baseline
- Not disclosed in this account
- Claim basis
- Issuer operational claim; not insurance ROI or independently controlled economics.
Source-reported claim; methodology, baseline and independent validation may be undisclosed. Inspect the research dossier.
Original prose retained. A single comparable value or unit has not been established.
Read dossier source ↗Exact claim-to-source location has not been mapped. This link belongs to the research dossier.
Measures retain their original currency, scope and period. Capacity, adoption and forecasts are not realized cash savings.
Documented vendor relationships
No vendor relationship has been linked to this specific workflow in the curated overlay. This does not mean it was built without vendors.
See the company’s documented relationshipsDeployment evidence & limits
WFP documents operational deployments and concrete disaster-response cases, not only a benchmark. Status as of 2023-07-03.
Stage is as reported in the cited evidence. Current operating status has not been independently reconfirmed; the research date is an editorial review date.
WFP explicitly says exact response impacts and outcomes were challenging to measure and not extensively verified for the earthquake deployment. Do not attribute people served or all response benefits causally to SKAI. Visible damage does not establish policy coverage, cause, repair cost or individual loss. Imagery timing, cloud cover, building matching and field validation are prerequisites.
Potential FS application · inferred
Inferred FS application: Insurer catastrophe-claim triage and prioritising field inspections after a disaster.
Before/after image-based damage prioritisation can reduce initial manual screening across large event footprints.
Original industry: Humanitarian disaster response. Transfer limits: Visible damage does not establish policy coverage, cause, repair cost or individual loss. Imagery timing, cloud cover, building matching and field validation are prerequisites.
Recorded dependencies
- Pre/post-event satellite imagery
- Building footprints
- Human validation
Source register
- Revolutionizing Disaster Response with SKAIwfpinnovation.medium.com · opens in a new tab
WFP Innovation Accelerator · issuer · full-text · Published 2023-07-03
Research lanes: public_scientific · Batch global-discovery-2026-10-26. Coverage and remaining gaps