Gleam vs RapidSOS

Side-by-side comparison of features, pricing, and ratings

Analysis reviewed Live tool data as of 2026-08-23
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At a glance

DimensionGleamRapidSOS
FocusClinical research data entryEmergency intelligence & 911 dispatch
Target CustomerClinical research sites & coordinators911 centers, law enforcement, enterprises
PricingContact for quote (site-based)Contact for quote (enterprise/agency)
Key FeatureAutomated source-to-EDC data entry with quality checksAI Assistant, Live Video, HARMONY AI on AT&T ESInet
Latest NewsUnrelated: Armadillo DNS server in Gleam language (June 2026)HARMONY AI now runs on AT&T ESInet (May 2026)
Integration/DeploymentBrowser extension, works alongside existing EDCsEmbedded in public safety infrastructure, 600M+ devices

RapidSOS and Gleam serve entirely different markets and cannot substitute for each other. RapidSOS is right for 911 agencies and enterprises needing AI-enhanced emergency response, backed by recent network-level AI integration. Gleam is right for clinical research sites looking to automate data entry into EDC systems. Choose based on your domain—public safety or clinical trials.

Gleam
Gleam

Gleam is a browser extension that automates data entry for clinical research sites, moving data from any source to any EDC with zero integrations.

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RapidSOS
RapidSOS

AI-powered emergency intelligence linking 600M+ devices to 911 for faster response

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Pricing
Contact Sales
Contact Sales
Plans
Popularity
2 views
7.3k views
Skill Level
Intermediate
Intermediate
API Available
Platforms
Web
WebMobileAPIPlugin
Categories
🧾 Healthcare Revenue Cycle🏥 Healthcare
🚨 Threat Detection & SOC☎️ Voice AI Agents & Phone Automation Transcription & Speech-to-Text
Features
Automated data entry from any source to EDC CRFs
Context-aware AI field mapping for study, visit, patient
Fetch source data with a few clicks
Fill CRF fields with high confidence
Flag low-confidence entries for manual review
Source traceability for each data field
Error detection as you work
Works across browser-based sources and EDCs
Zero integrations needed
No complex installation
Starts without sponsor approval
Paper/PDF source support (coming soon)
Audit-ready data trail
Chrome browser extension
AI Assistant accelerates dispatch decisions with on-screen intelligence
Live Video Streaming to 911 gives dispatchers real-time scene visibility
Harmony AI transcribes and translates text, video, and multilingual 911 calls
Unite enables real-time interoperability between agencies and response teams
Non-Emergency Call Automation offloads low-priority calls to reduce 911 workload
Drone as First Responder (DFR) integration lets agencies launch drones within seconds
Pre-call situational awareness with telematics, hazmat, and sensor data
Emergency detection via API/SDK for developers to embed 911 connectivity
Emergency escalation and verification workflows for enterprises
Real-time device location and telematics data before caller speaks
Air Ambulance Dispatch coordination for medical transport logistics
Analytics and QA tools for quality assurance and performance insights
GIS/mapping tools (Data to the Field) for field responders
School safety integration bridging panic buttons and cameras to first responders
Roadside assistance integration for connected vehicle fleets
Integrations
IamResponding
eDispatches
Northern911
Total Response
AT&T ESInet

What real users say: Gleam vs RapidSOS

Not marketing copy and not our opinion — a structured sweep of public discussion (reviews, forums, communities and video comments), showing what people praise and what they complain about for each tool.

Gleam

101 mentions across 8 sources · 13% positive — critical

Hacker News, YouTube, Product Hunt, App Store, Bluesky, Stack Overflow, GitHub, Lemmy

What users praise

  • Automates data entry from EHR to EDC without custom integrations.
  • Context-aware field mapping for study, visit, and patient context.
  • Low-confidence field flagging prompts manual review for accuracy.
  • Source traceability per data field for audit-ready trails.

What frustrates them

  • Aggressive paywall appears immediately after app launch.
  • Free trial auto-renews for a full year without clear cancellation.
  • Pricing hidden behind questionnaire; $70/year disclosed last.
  • Many App Store reviews call it a scam or cash grab.

Researched Jul 28, 2026

RapidSOS

8 mentions across 3 sources · 85% positive

Hacker News, YouTube, Lemmy

What users praise

  • Covers 99.99% of the U.S. population, ensuring broad accessibility.
  • Integrates with carrier and device data for precise location tracking.
  • Provides pre-call data (telematics, sensor) tо dispatchers earlier.
  • Supports live video streaming for real-time scene awareness.

What frustrates them

  • Limited public feedback, mostly promotional content.
  • Pricing is contact-only, hidden from public.
  • No detailed community discussions on support or ease.
  • Requires enterprise-level commitment, not for small users.

Researched Aug 21, 2026

Who should pick which

  • 911 dispatch center manager
    Pick: RapidSOS

    RapidSOS directly addresses emergency call handling with AI Assistant, Live Video, and integration with AT&T ESInet. It improves response times and situational awareness.

  • Clinical research coordinator
    Pick: Gleam

    Gleam automates source-to-EDC data entry, reducing manual transcription errors and speeding up CRF completion without sponsor involvement.

  • Enterprise safety director (e.g., rideshare)
    Pick: RapidSOS

    RapidSOS API/SDK allows direct 911 crash alerts from vehicles, enabling faster emergency response. Integrates with Uber and other fleets.

  • Site director at a clinical research site
    Pick: Gleam

    Gleam gives the site control over data entry automation, works across multiple EDCs and eSource systems, and reduces audit preparation overhead.

  • Law enforcement agency
    Pick: RapidSOS

    Pre-call data from connected devices and live video streaming provide situational awareness before officers arrive, improving officer safety and response.

Frequently Asked Questions

Gleam vs RapidSOS: which should you choose?

RapidSOS and Gleam serve entirely different markets and cannot substitute for each other. RapidSOS is right for 911 agencies and enterprises needing AI-enhanced emergency response, backed by recent network-level AI integration. Gleam is right for clinical research sites looking to automate data entry into EDC systems. Choose based on your domain—public safety or clinical trials.

Can RapidSOS be used by individual consumers?

No, RapidSOS is an enterprise/agency platform. Consumers do not access it directly; their device data may be shared via RapidSOS if the device supports it and 911 is called.

Does Gleam integrate with all EDC systems?

Gleam works as a browser extension across many browser-based EDCs without custom integration. It identifies fields automatically, but specific EDC compatibility should be verified with Gleam.

What is the latest news about RapidSOS?

In May 2026, HARMONY AI began running on AT&T ESInet, reducing latency and improving integration for 911 call handling.

What is the latest news about Gleam?

Recent Gleam-related news (June 2026) is about an unrelated open-source DNS server project (Armadillo) and a report on AI labor, not about the Gleam data entry tool.

Do RapidSOS and Gleam compete?

No, they serve completely different markets: public safety/emergency response vs. clinical research data management.

What pricing model does RapidSOS use?

RapidSOS uses custom pricing based on agency/enterprise needs. They are not a direct-to-consumer product and do not list public prices.

What pricing model does Gleam use?

Gleam also uses contact-based pricing, charging sites per coordinator or per site. No public prices are listed.

Can Gleam handle paper source documents?

Paper/PDF source support is on the waitlist (coming soon), but currently Gleam works best with browser-based electronic sources.

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Last reviewed: July 3, 2026