Disaster Management & Emergency Response

When networks fail and requests flood in: one picture, every request answered.

In a crisis, weather, field, resource and shelter data arrive from everywhere and nothing connects.

The question it answers

“Which villages have unmet rescue requests, and which teams are nearest?”

What changes: Faster response, no duplicated effort, every request tracked.

All seven layers

How ForgeOrbis works for disaster management.

  1. 01

    Connect

    Ingest

    Data sources

    • Weather feeds
    • Satellite imagery
    • Emergency helpline calls
    • Field team apps
    • Resource inventories
    • Shelter lists
  2. 02

    Understand

    Extract

    Facts from unstructured data

    • Call transcripts
    • SMS/WhatsApp reports in regional languages
    • Satellite/drone images
  3. 03

    Unify

    Resolve

    What must be matched

    • Duplicate incident reports
    • Missing/rescued persons
    • Locations with local names
  4. 04

    Relate

    Model

    Objects and links (the ontology)

    • Incident
    • Area
    • Resource
    • Team
    • Shelter
    • Person
    • Request
    • Road
  5. 05

    Decide

    Ask

    Example question

    “Which villages have unmet rescue requests, and which teams are nearest?”

  6. 06

    Execute

    Act

    Approved actions

    • Dispatch team
    • Allocate supplies
    • Issue alert
    Commander approves
  7. 07

    Trust

    Govern

    Trust and compliance

    • Works offline when networks fail
    • Personal-data protection
    • Audit

What a pilot measures

Each pilot measures 2 to 3 KPIs you already track, before and after. We publish no benefit numbers until a customer has measured them.

  • Response time
  • Unmet requests
  • Resource utilisation
  • Duplicate reports merged

Who it is for

  • National/state disaster management authorities
  • District administration

Where it stands today

What runs today, and what we are still building.

We would rather tell you up front than discover it in week three. A pilot starts with what runs today.

The platform

  • 01ConnectIngestPartly live
  • 02UnderstandExtractPartly live
  • 03UnifyResolveRoadmap
  • 04RelateModelPartly live
  • 05DecideAskLive
  • 06ExecuteActLive
  • 07TrustGovernPartly live

Still to build for disaster management

  • Indic language NLPLayer 2Regional-language text, transliteration, code-mixed text
  • Audio/call extractionLayer 2Speech-to-text incl. Indian languages and Hinglish, speaker separation
  • Entity resolution (people/orgs)Layer 3Persons, companies, aliases, phones, addresses, related parties
  • Geospatial/mapLayer 4Map-native objects, routes, areas, proximity questions
  • Offline/edge (DDIL)Layer 7Runs disconnected, store-and-forward sync, low bandwidth

Live means shipping in the product today. Partly live means part of the layer ships today and the rest is being built. Roadmap means being built and not available yet. We never show it as available.

Book a pilot

One site, one problem, measured in weeks.

Each pilot measures 2 to 3 KPIs you already track, before and after. We publish no benefit numbers until a customer has measured them.