Particle AI visibility score and rankings

Parse Score

36.3

10.9Bad

How well you compete

32.3Average

How broadly AI mentions you

54.7Great

How often AI cites you

Snapshot as of Mar 7, 2026. Sign up free to see the latest daily data.

Parse Score

36.3

10.9Bad

How well you compete

32.3Average

How broadly AI mentions you

54.7Great

How often AI cites you

Snapshot as of Mar 7, 2026. Sign up free to see the latest daily data.

Brand performance

How Particle's AI visibility has changed over time

Brands AI most often recommends alongside Particle

Questions people ask AI where Particle appears in the last 30 days

Prompt	Prompt visibility
I'm building a hardware product. What's a good, cloud-based firmware OTA (over-the-air) update service for IoT devices?	27.5
My goal is to manage the firmware for our IoT devices. What's the best over-the-air (OTA) update platform for embedded systems?	13.9
How can I implement over-the-air (OTA) firmware updates for a fleet of embedded devices?	4.8

Domains AI cites when recommending Particle in the last 30 days

Preview of competitive strength history (coarsened).

Prompt	Prompt visibility
I'm building a hardware product. What's a good, cloud-based firmware OTA (over-the-air) update service for IoT devices?	27.5
My goal is to manage the firmware for our IoT devices. What's the best over-the-air (OTA) update platform for embedded systems?	13.9
How can I implement over-the-air (OTA) firmware updates for a fleet of embedded devices?	4.8

Domain	Citations	Prompts
docs.particle.io OTA Firmware Updates \| Getting Started \| Particle	5	2
particle.io OTA Updates for IoT: What They Are and How to Approach Them	1	1

Domain	Citations	Prompts
docs.particle.io OTA Firmware Updates \| Getting Started \| Particle	5	2
particle.io OTA Updates for IoT: What They Are and How to Approach Them	1	1