Research

Every app starts with a question.

How we decide what to build, how we test it with families, and what we refuse to measure.

How we work

Three rules we work by.

They came out of building Lighthouse AAC and they govern everything we make.

Build with families first

Every project opens with time in homes and clinics, before a line of product code exists.

Measure on paper, not by telemetry

Our apps send nothing home. Outcomes come from families and clinicians who opt in under ethics review and informed consent, never silently from the device.

Publish the instruments

Protocols, questionnaires and scoring sheets are shared on request so results can be challenged and reused.

Lighthouse AAC

Four signals, one quiet decision.

Predictive Glow raises the contrast of likely words. It never moves a button, and it runs entirely on the device.

Signal 01

Time of day

Morning vocabulary surfaces in the morning. Bedtime vocabulary at bedtime.

Signal 02

Place context

Home and school each have their own most likely words. The place is recognised from a one-way hash of the Wi-Fi network name, computed on the device and never sent anywhere.

Signal 03

Sequential history

“Want” is usually followed by a noun. The app weights what tends to come next.

Signal 04

Recency

What the child just said matters more than what they said last week.

Measuring next for Lighthouse: time to first word, motor-plan stability as vocabulary grows, and why families abandon AAC.App page
Privacy by architecture

Nothing about your child leaves the tablet.

No accounts, no analytics, no advertising SDKs. The prediction model is a small function running on the device. This is a constraint on the whole foundation, not a feature of one product.

The app makes exactly two network requests, and only when a parent chooses to: checking for updated words and pictures, and sending feedback. Both are documented line by line.

Read the app privacy policy
Accounts required
None
Analytics or tracking in the app
None
Advertising SDKs
None
Where the model runs
On the device
Network requests
Only when a parent taps
Clinician or researcher? We share protocols and raw instruments on request.Get in touch