Home / Case studies / United States
Wire-free smart home security. Consumer IoT. United States. 90 days.
How a subscription-free smart home security brand broke Ring and Nest's hold on AI answers
D2C hardware and Amazon US. Engines monitored:
The challenge
Prompts like "best outdoor battery security camera that works with HomeKit and Home Assistant without subscription" consistently defaulted to Ring or Nest, despite both requiring subscriptions and lacking local storage.
What the audit found
Every engagement starts with a baseline across a fixed set of buyer prompts.
- Protocol compatibilities (RTSP, Matter, HomeKit) and local storage parameters (microSD capacity limits) were presented only as image badges.
- The zero-subscription model was not articulated in structured data.
What we did, stage by stage
Using the EASY framework: Entity, Answers, Sources, Yield.
Entity
Standardized wireless frequency, battery capacity (mAh) and smart ecosystem compatibility in machine-readable schema.
Answers
Deployed an open Smart Home Local Storage Matrix detailing local NAS compatibility, edge-compute AI detection and recurring cost comparisons against subscription ecosystems.
Sources
Seeded test hardware with independent smart-home YouTube builders and self-hosted automation communities (r/homeassistant).
Yield
Tracked 35 ecosystem-specific prompts; added targeted troubleshooting pages for mesh Wi-Fi onboarding to eliminate engine confusion.
Results after 90 days
Baseline measured before any changes, against the same prompt set, engines and locations.
| Metric | Baseline | After 90 days |
|---|---|---|
| Conversational category share of voice | 4% | 28% |
| High-intent home automation prompts captured | 2 of 35 | 16 of 35 |
| Monthly engine-attributed D2C and Amazon sales | $8,200 | $43,500 |
| Protocol and smart-home ecosystem accuracy | 42% | 94% |
What worked, and what did not
General tech press releases generated no citations. Getting verified by trusted, self-hosted smart-home hobbyists and documenting local protocols established clear recommendation authority.
More case studies
Clean electrolyte hydration packs
United States. 3% to 24% conversational hydration category share.
Organic functional mushroom nootropics
United States. 2% to 22% category share of conversational answers.
Professional tri-ply copper cookware
United States. 5% to 27% premium cookware conversational share of voice.
See where your brand stands in AI answers
Get a free AI visibility snapshot. We test real buyer questions across the major AI assistants and send you where you rank, within 24 hours.