Interior view of a firefighter advancing a hoseline in heavy smoke, seen alongside the thermal image the crew is working from.

The hazard changes while we are operating

Wind, release rate, product behavior, fire involvement, container condition and responder actions may all change the operational picture. Monitoring must continue after the initial characterization.

Technology approaches

Remote monitoring

Continued observation of the release without keeping people in position to make it.

Weather stations

On-scene wind and conditions, because the regional forecast is not the incident.

Continuous gas monitoring

Trend over time rather than the single reading taken on arrival.

ALOHA modeling

NOAA and EPA plume modeling. The output follows the inputs and assumptions, and is not an exact prediction.

UAS reassessment

Flying the scene again to see what has changed rather than assuming it has not.

GIS threat-zone updates

Redrawing the zones when the wind, the release or the container condition moves.

Plume modeling and monitoring

Modeled dispersion checked against monitoring, so the picture is corrected as conditions change.

Before you buy

  • A model is only as good as its weather input. Ask where that comes from.

Companies working in this area

Listed alphabetically, not ranked. Everything below is reported by the company itself. Being listed is free and is not a recommendation — use the questions above when you talk to any of them.

All companies
  • 3AM Innovations Inc.

    Buffalo, NY

    FLORIAN

    Real-time personnel and resource accountability on a dynamic 3D incident map.

    Vendor reported

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  • 908 Devices

    Boston, MA

    MX908

    A handheld mass spectrometer that identifies unknown chemicals, narcotics and chemical warfare agents at the scene in seconds.

    Vendor reported

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  • Active911

    Philomath, OR

    ActiveAlert

    ActiveAlert sends emergency alerts to responders and supports mapping, response status, and coordination.

    Vendor reported

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  • Adashi Systems

    Adashi FirstResponse MDT

    Adashi FirstResponse MDT gives responders mobile access to incident information for response and scene management.

    Vendor reported

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  • Bertin Environics

    Mikkeli, Finland

    ChemProX

    Connected handheld chemical detector providing early warning and classification of chemical warfare agents and toxic industrial chemicals.

    Vendor reported

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  • Blackline Safety

    Calgary, Alberta

    EXO 8

    Drop-and-go connected area monitor capable of detecting up to eight gases plus gamma radiation while streaming readings and location data to the cloud.

    Vendor reported

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  • Bodytrak

    An in-ear monitor measuring core body temperature, heart rate and fatigue, with alerts and location sent to a live dashboard.

    Vendor reported

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  • Bryx

    Rochester, NY

    Bryx 911

    Bryx 911 sends CAD-linked job alerts, routing, hydrant data, responder locations, and team messages to mobile responders.

    Vendor reported

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  • Buffalo Computer Graphics

    Blasdell, NY

    DisasterLAN (DLAN)

    Web-based all-hazards incident-management platform providing a common operating picture, GIS, resource tracking, workflows, and ICS documentation.

    Vendor reported

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  • Butterfly Network

    Burlington, Massachusetts

    Butterfly iQ3

    Smartphone-connected whole-body handheld ultrasound system designed to bring point-of-care imaging to EMS and other mobile clinical environments.

    Vendor reported

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  • Caliber Public Safety

    Caliber CAD NG

    Caliber CAD NG helps 911 centers manage dispatch, mapping, AVL, CAD-to-CAD sharing, notifications, and public safety integrations.

    Vendor reported

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  • Clarius Mobile Health

    Vancouver, British Columbia

    Clarius PAL HD3

    Wireless dual-array handheld ultrasound system providing whole-body point-of-care imaging and telemedicine capability for EMS clinicians.

    Vendor reported

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  • corpuls

    Kaufering, Bavaria

    corpuls3

    Modular monitor/defibrillator with ECG, vital-sign monitoring, defibrillation, wireless data transmission, and telemedicine capabilities for prehospital care.

    Vendor reported

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  • D4H

    Dublin

    D4H Incident Management

    Configurable incident-management platform combining maps, status boards, forms, tasks, logs, plans, and responder coordination.

    Vendor reported

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  • Darkhorse Emergency

    Edmonton, Ontario

    Darkhorse Response and Darkhorse Risk

    Darkhorse Response Turns incident and response data into insights chiefs use to make faster, more confident decisions. Darkhorse Risk Maps community fire risk using local and national data, revealing hotspots to act on with evidence.

    Vendor reported

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  • Deccan International

    Deccan Software Suite

    Deccan helps fire and EMS leaders analyze deployment, coverage, move-ups, run cards, and emergency response planning.

    Vendor reported

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  • DroneSense

    DroneSense Platform

    DroneSense helps public safety agencies fly, manage, map, stream, and collaborate around drone operations.

    Vendor reported

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  • eDispatches

    eDispatches detects dispatches and sends alerts to responders through mobile app, text message, or phone call.

    Vendor reported

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  • EmberSat

    Flagstaff, Arizona

    EmberSat continuously analyzes public satellite imagery to identify likely wildfire ignitions, prioritize them, and deliver operational alerts and mapped intelligence to dispatchers across large, remote areas.

    Vendor reported

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  • Esri

    Redlands, California

    ArcGIS

    Enterprise GIS and location-intelligence platform for mapping, spatial analysis, field data collection, dashboards, real-time operations, and public safety decision support.

    Vendor reported

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  • ExRobotics

    Delft, South Holland

    ExR-2.5

    Certified autonomous inspection robot for potentially explosive industrial environments with LiDAR, cameras, remote operation, autonomous navigation, and configurable sensors.

    Vendor reported

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  • Fire Aside

    San Anselmo, CA

    Defensible Space & Home Hardening

    Wildfire-resilience inspection software for evaluating properties, delivering mitigation recommendations and measuring community risk-reduction progress.

    Vendor reported

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  • Fire Ground Sim

    Virginia Beach, Virginia

    Incident command simulations and training using users own pictures and 3D maps of their locality.

    Vendor reported

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  • FiSci

    Sydney, NSW

    Mitigate

    Mitigate shows you where fire will go before it starts, which fuel treatments actually reduce that risk and what each costs — and alerts you in real time when something ignites near your values at risk.

    Vendor reported

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  • Flock Safety

    Atlanta, GA

    Flock DFR

    Flock DFR is a drone-as-first-responder system that launches drones to provide live incident video and scene awareness.

    Vendor reported

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  • FlowMSP

    FlowMSP helps fire departments create and access digital pre-incident plans.

    Vendor reported

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  • FUJIFILM Sonosite

    Bothell, Washington

    Sonosite MT

    Portable point-of-care ultrasound system designed to deliver diagnostic imaging in mobile and space-constrained care environments.

    Vendor reported

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  • Gasmet Technologies

    Vantaa, Finland

    GT5000 Terra

    Portable FTIR gas analyzer capable of identifying thousands of gases and simultaneously quantifying multiple compounds in real time.

    Vendor reported

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  • GE HealthCare

    Chicago, Illinois

    Vscan Air CL

    Wireless dual-probe handheld ultrasound that connects to Apple and Android mobile devices for portable point-of-care imaging.

    Vendor reported

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  • Genasys Inc.

    San Diego, CA

    Genasys Protect

    Zone-based public-warning and emergency-coordination platform for targeted alerts, evacuation information, and interagency situational awareness.

    Vendor reported

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  • GeoComm

    St. Cloud, MN

    GeoComm Indoor Safety

    GeoComm Indoor Safety gives fire departments interactive, public-safety-grade indoor maps with searchable rooms, entrances, fire protection systems, and hazards—helping crews preplan, navigate complex buildings, coordinate response, and make faster, safer decisions.

    Vendor reported

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  • GrayWolf Sensing Solutions

    Shelton, Connecticut

    DirectSense XM

    Modular multi-gas sensing platform supporting toxic gases, VOC/PID, oxygen, environmental measurements, mobile-device connectivity, and cloud monitoring.

    Vendor reported

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  • Hamilton Medical

    Reno, Nevada

    HAMILTON-T1

    Rugged critical-care transport ventilator providing advanced invasive and noninvasive ventilation, monitoring, and connectivity for ground and air medical transport.

    Vendor reported

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  • Hexagon

    Hexagon Public Safety Solutions

    Hexagon helps EMS and public safety agencies manage dispatch, incident response, pre-planning, collaboration, and operational reporting.

    Vendor reported

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  • Honeywell

    Charlotte, North Carolina

    MultiRAE Pro

    Wireless multi-threat monitor capable of simultaneously detecting chemical hazards and gamma radiation and transmitting alarms to command personnel.

    Vendor reported

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  • IamResponding

    Dewitt, NY

    IamResponding helps agencies notify responders, track who is responding, view incident information, and coordinate field activity.

    Vendor reported

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  • Industrial Scientific

    Pittsburgh, Pennsylvania

    Ventis Pro5

    Connected five-gas monitor capable of transmitting real-time readings, alarms, man-down events, and location information.

    Vendor reported

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  • Intterra

    AwareUS

    AwareUS is America’s authoritative emergency information network, powering native mobile apps such as AwareCA with free, agency-led updates for your community.

    Vendor reported

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  • ION Science

    Stafford, Texas

    Tiger XT

    Handheld PID capable of rapidly detecting hundreds of volatile organic compounds and toxic compounds from ppb to high ppm concentrations.

    Vendor reported

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  • Juvare

    Dunwoody, GA

    WebEOC Nexus

    Cloud-based EOC and incident-management platform for maintaining a common operating picture across agencies and partners.

    Vendor reported

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  • Kromek

    Zelienople, Pennsylvania

    D5 RIID

    Compact wearable radioisotope identification device that continuously detects and identifies radiological threats in real time.

    Vendor reported

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  • Mapbox

    San Francisco, California

    Mapbox Platform

    Developer location platform for building customized maps, navigation, routing, search, geospatial visualization, and location-aware public safety applications.

    Vendor reported

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  • Masimo

    Irvine, California

    Rad-97

    Portable configurable patient monitor supporting pulse oximetry and optional advanced measurements including capnography and noninvasive blood pressure.

    Vendor reported

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  • Medtronic

    Minneapolis, Minnesota

    Capnostream 35

    Rugged portable respiratory monitor providing continuous capnography, pulse oximetry, respiratory rate, and integrated respiratory-status assessment for EMS and transport.

    Vendor reported

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  • Metrohm

    Riverview, Florida

    MIRA DS Advanced

    Rugged handheld Raman spectrometer for rapid nondestructive identification of hazardous chemicals, explosives, drugs, and other unknown materials.

    Vendor reported

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  • Mindray

    Mahwah, New Jersey

    BeneHeart D60

    Rugged transport monitor/defibrillator with advanced patient monitoring and real-time prehospital data transmission capabilities.

    Vendor reported

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  • Mirion Technologies

    Atlanta, Georgia

    RDS-32

    Rugged handheld radiation survey meter with optional external probes, data logging, wireless monitoring, and mobile connectivity.

    Vendor reported

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  • Motorola Solutions

    Chicago, Illinois

    Command Center CAD Solutions

    Motorola Solutions provides CAD systems that help dispatchers process calls, identify units, and send incident data to fire and EMS responders.

    Vendor reported

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  • MSA Safety

    Cranberry Township, Pennsylvania

    ALTAIR 5X

    Rugged multi-gas detector configurable for combustible gases, oxygen, toxic gases, and PID-based VOC monitoring.

    Vendor reported

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  • Neutron Edge

    Los Altos, CA

    AI Co-Pilot Routing Software

    Intelligent in-vehicle routing for crews to avoid delays and safety risks while on-route to incidents.

    Vendor reported

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  • OroraTech

    OroraTech Wildfire Solution

    OroraTech uses satellite data, thermal sensors, AI, alerts, maps, and analytics to detect and monitor wildfires.

    Vendor reported

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  • Pano AI

    San Francisco, CA

    Pano Rapid Detect

    Pano Rapid Detect monitors for wildfire smoke and sends verified incident intelligence to response partners.

    Vendor reported

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  • Perimeter

    Berkeley, CA

    Perimeter Map

    Collaborative incident map for creating and sharing evacuation zones, closures, routes and emergency resources with agencies and the public.

    Vendor reported

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  • Philips

    Cambridge, Massachusetts

    Tempus ALS

    Lightweight prehospital monitoring and defibrillation system combining the Tempus Pro patient monitor with the Tempus LS-Manual defibrillator.

    Vendor reported

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  • Proengin

    Fredericksburg, Virginia

    AP4C

    Handheld flame-spectrometry detector for continuous detection of chemical warfare agents, toxic industrial chemicals, pharmaceutical-based agents, and other chemical threats.

    Vendor reported

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  • Rigaku Analytical Devices

    Wilmington, Massachusetts

    CQL Max-ID

    Handheld 1064 nm Raman analyzer for identifying thousands of chemicals, explosives, narcotics, toxic industrial chemicals, and chemical warfare agents.

    Vendor reported

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  • RKI Instruments

    Union City, California

    GX-6100

    Six-gas sample-draw detector with multiple PID options, toxic sensors, combustible-gas monitoring, oxygen monitoring, and Bluetooth emergency-alert sharing.

    Vendor reported

    Visit website →
  • SCHILLER

    Doral, Florida

    DEFIGARD Touch 7

    Connected emergency monitor/defibrillator offering ECG, capnography, blood pressure, pulse oximetry, CPR feedback, pacing, defibrillation, livestreaming, and ePCR connectivity.

    Vendor reported

    Visit website →
  • SENSIT Technologies

    Valparaiso, Indiana

    SENSIT GOLD 3

    Connected multi-gas detector for combustible-gas investigation, toxic-gas monitoring, oxygen measurement, gas-leak pinpointing, and emergency response.

    Vendor reported

    Visit website →
  • Skydio

    San Mateo, CA

    Skydio Solution for Fire Service

    Skydio provides drones and software for fire service drone-as-first-responder, incident intelligence, thermal imaging, and mapping.

    Vendor reported

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  • SlateSafety

    Atlanta, GA

    BAND V2

    An arm-worn monitor that tracks core body temperature, heart rate and exertion, and alerts a safety officer before a firefighter goes down.

    Vendor reported

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  • Smiths Detection

    Edgewood, Maryland

    HazMatID Elite

    Rugged handheld FTIR chemical identifier designed for on-scene identification of unknown solids and liquids.

    Vendor reported

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  • Southern Software

    Southern Pines, North Carolina

    Southern Software Public Safety Suite

    Southern Software provides CAD, mapping, mobile data, RMS, analytics, and public safety operations tools.

    Vendor reported

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  • Squishy Robotics

    Berkeley, California

    4-GasPLUS Sensor Robot

    Drone-deployable impact-resistant sensor robot providing four-gas monitoring, 360-degree video, GPS, environmental sensing, and mesh-network communications.

    Vendor reported

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  • StreetWise

    StreetWise CADlink Tablet MDT/MDC

    StreetWise CADlink gives fire and EMS apparatus a tablet or laptop MDT with dispatch, mapping, AVL, and pre-plan information.

    Vendor reported

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  • Tablet Command

    Walnut Creek, CA

    Tablet Command helps incident commanders manage units, assignments, maps, accountability, and incident activity from mobile devices.

    Vendor reported

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  • Taurob

    Vienna, Vienna

    Taurob Operator

    ATEX-capable tracked robotic platform for remote inspection, gas detection, spill monitoring, industrial emergency response, and manipulation of valves and equipment.

    Vendor reported

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  • Teledyne FLIR

    Wilsonville, Oregon

    Griffin G510

    Person-portable GC/MS system that identifies unknown gases, liquids, and solids at hazardous-material incidents.

    Vendor reported

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  • Thermo Fisher Scientific

    Waltham, Massachusetts

    TruDefender FTX

    Rugged handheld FTIR chemical identifier for rapid field analysis of unknown solids and liquids.

    Vendor reported

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  • TSI

    Shoreview, Minnesota

    DustTrak DRX Aerosol Monitor 8534

    Portable real-time aerosol monitor that measures particulate concentrations and size fractions for dust, smoke, fumes, mists, and other airborne particulate hazards.

    Vendor reported

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  • Veoci

    New Haven, CT

    Veoci Emergency Management

    No-code emergency-management platform for EOC coordination, plans, notifications, workflows, resource tracking, mapping, and after-action reporting.

    Vendor reported

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  • Versaterm

    Versaterm CAD

    Versaterm CAD helps public safety agencies manage call intake, dispatch, AVL, mobile field updates, and records-connected workflows.

    Vendor reported

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  • Virtual CRR

    Orem, UT

    Home Safety Assessment

    An online walkthrough that helps residents identify fire hazards in their home — from smoke alarms to escape planning — while giving fire departments the data to target education and outreach where it matters most.

    Vendor reported

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  • ZOLL Medical Corporation

    Chelmsford, Massachusetts

    X Series Advanced

    Portable EMS monitor/defibrillator combining advanced patient monitoring, defibrillation, ventilation feedback, telemedicine capabilities, and resuscitation data collection.

    Vendor reported

    Visit website →

Something here wrong or out of date? Report inaccurate information · Add a company

Evidence and research

Government, standards and peer-reviewed sources on this problem. Every address here was checked before it was published.

Official resourceNOAA and EPA

ALOHA

The atmospheric dispersion model used to estimate threat zones from a chemical release.

Why it matters

Widely used, free, and worth understanding directly rather than through a product that embeds it.

Official resourceNOAA

ALOHA's Limitations

NOAA's own account of what ALOHA does not model well and where its estimates break down.

Why it matters

ALOHA is a model. Its output depends on the scenario inputs and assumptions you give it, and should never be represented as an exact prediction. Read this before a threat zone drawn on a screen is treated as a fact.

Official resourceNOAA

Frequently Asked Questions about ALOHA

Common questions about inputs, assumptions and interpreting the output.

Why it matters

The practical companion to the limitations page.

How these sources are labeled

Official resource
A government or standards body. Neutral, no commercial interest.

Nothing here is paid placement. Links are chosen because they are the clearest explanation we could find, and labeled so you know who wrote them.

What departments are asking

Mutual Aid

Drone platform for hazmat monitoring — what are people flying?

Need something that can carry a four-gas meter and survive decon. Our current airframe is not rated for it. What sensor are you carrying, and has it been validated in that configuration rather than on a bench? How are readings transmitted, and at what stand-off distance? How does decon affect the aircraft, and is the platform treated as disposable once it is contaminated? What is your plan if communications fail while it is over the release?

Example — the forum is not open yet