Gleam vs RapidSOS
Side-by-side comparison of features, pricing, and ratings
At a glance
| Dimension | Gleam | RapidSOS |
|---|---|---|
| Focus | Clinical research data entry | Emergency intelligence & 911 dispatch |
| Target Customer | Clinical research sites & coordinators | 911 centers, law enforcement, enterprises |
| Pricing | Contact for quote (site-based) | Contact for quote (enterprise/agency) |
| Key Feature | Automated source-to-EDC data entry with quality checks | AI Assistant, Live Video, HARMONY AI on AT&T ESInet |
| Latest News | Unrelated: Armadillo DNS server in Gleam language (June 2026) | HARMONY AI now runs on AT&T ESInet (May 2026) |
| Integration/Deployment | Browser extension, works alongside existing EDCs | Embedded 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 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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AI-powered emergency intelligence linking 600M+ devices to 911 for faster response
Visit WebsiteWhat 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 managerPick: 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 coordinatorPick: 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 sitePick: Gleam
Gleam gives the site control over data entry automation, works across multiple EDCs and eSource systems, and reduces audit preparation overhead.
- Law enforcement agencyPick: 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