Impact intelligence
for real-world
Anindependentlabcombiningdata,AI,geospatialanalysis,andfieldinsightforclimateresilienceandsystemschange.
Climate, resilience, and systems-change decisions are made with fragmented data, opaque models, and tools that were never built for public scrutiny.
We combine structured data, geospatial analysis, statistical and machine-learning models, and field insight from practitioners and partners.
We turn that evidence into practical decision support—reports, maps, dashboards, and collaborations partners can defend and use.
Combining data, geospatial intelligence, and research into decision-ready insight.
We turn complex climate and systems data into work you can use—in the field, in policy rooms, and in program design—through maps, models, reports, and tools built for transparency.
See how we workData & AI
Decision-ready analysis connecting geospatial data, models, and context.
Geospatial analysis
Mapping and spatial indicators for place-based risk and opportunity.
Research & evidence
Reports and briefings with clear methods, assumptions, and data links.

Boldresearchandtoolsforclimate,resilience,andsystemschange.
ImpactIntelligenceLabisahybridorganization:aresearchlab,aknowledgeplatform,andanappliedintelligencestudioworkinginthepublicinterest.Weproduceopenresearch,practicaltools,geospatialproducts,andtailoredanalysisforclimateadaptation,environmentalrisk,andsustainabilitytransitions.
Importantdecisionsarestillmadewithfragmenteddataandopaquemodels.Weclosethatgapwithrigorousmethods,readableoutputs,andinterfacesthatmakeevidenceusablewheredecisionsactuallyhappen.
Ourmissionispracticaldecisionsupportforclimate,resilience,andsystemschange—throughtransparency,reproducibility,andpartnerfitovergenericdeliverables.
Insights
View all insights
Why we publish methods alongside every major map and model
Transparency is not a compliance step—it is how partners trust and reuse intelligence products in the field.
