Some questions are worth answering clearly

What is LIViQ, in the simplest terms?

LIViQ is being built to help understanding of a person survive change.

Today, much of what helps someone thrive is scattered across records, routines, relationships and lived experience. When a caregiver changes, a staff member leaves, a student enters a new classroom, or a person moves into a more independent setting, some of that understanding can disappear.

LIViQ is creating infrastructure to help preserve it.

We are beginning with people with intellectual and developmental disabilities through two connected parts of the platform: Rhythm, which helps notice meaningful change in everyday life, and History, which helps carry forward what people learn.

A person should not have to become unknown every time something around them changes.

What exists today?

LIViQ is an early-stage company with an active technical foundation and a clearly defined product direction.

For Rhythm, we are working with privacy-conscious environmental sensors, local hub infrastructure and LIViQ's interpretation layer to understand how everyday signals can be compared with a person's own baseline.

History is in an earlier stage of development. Its architecture is being shaped around an important question: how can useful understanding from records, relationships and lived experience be preserved without flattening those very different kinds of knowledge into one version of the truth?

We distinguish throughout this site between what is active now, in development, and product direction because we believe being clear about where the work stands is part of building trust.

Where is LIViQ starting?

We are beginning with people with intellectual and developmental disabilities, particularly as they move toward greater independence and across changing support environments.

This is a population for whom continuity can matter enormously.

A parent may know something that never made it into a plan. A longtime direct support professional may recognize a subtle change that a new staff member would miss. A teacher may discover what makes a difficult transition easier. And the person themselves may know something about what helps them feel safe, capable or understood that exists nowhere else.

When people, homes, programs, schools or providers change, that accumulated understanding should not automatically disappear with them.

IDD is where we are beginning because the need is real, the stakes are meaningful, and there is much to learn.

What is LIViQ trying to prove first?

We are intentionally starting narrow.

With Rhythm, one of our earliest areas of investigation is whether simple, privacy-conscious signals from everyday life can help identify meaningful changes in a person's own rhythm before those changes become obvious through traditional observation or escalation.

We are particularly interested in periods such as overnight activity and morning emergence because they may contain useful signals without requiring cameras, microphones or wearables.

The question is not simply whether LIViQ can detect that something changed. It is whether the change is meaningful, understandable and useful enough to support better decisions while preserving independence.

Is Rhythm monitoring?

We think there is an important difference between watching a person and understanding whether their everyday rhythm is changing.

Rhythm is being designed around the latter.

It does not need to know every movement someone makes. It does not need cameras, ambient audio, facial recognition or continuous biometric tracking.

Instead, selected environmental signals can help establish an individual's own baseline and identify when something meaningfully departs from it.

The goal is not greater observation. The goal is greater confidence with less intrusion.

How does History know what matters about someone?

This is one of the questions we believe deserves serious research.

Understanding a person can come from several places.

History is being designed to preserve these forms of knowledge without pretending they are interchangeable.

Knowing where understanding came from can be just as important as the understanding itself.

What happens when people understand the same situation differently?

They may. And LIViQ should not erase that complexity.

A medical record, a parent's observation, a DSP's experience and a person's own perspective may each describe something differently. One should not silently overwrite the others.

That is why provenance, correction and participation are central to the design of History.

Where information came from should remain visible. Understanding should be able to change when it is incomplete or outdated. And wherever possible, the person should have meaningful participation in how they are represented.

The goal is not to manufacture a single perfect version of a person. It is to preserve useful context without losing whose knowledge it is.

Why do Rhythm and History belong together?

Because noticing change and understanding change are different problems.

Rhythm may help reveal that something in everyday life has shifted.

History can help preserve what is learned about that shift—what happened around it, what helped, what the person communicated, and what someone might want to know the next time something similar occurs.

Over time, that creates a possibility we think is worth exploring:

A person's life can generate understanding without requiring that understanding to disappear and be rediscovered again and again.

Rhythm and History can work independently. But together, they begin to create continuity between what everyday life reveals and what people learn from it.

Who decides what gets preserved or shared?

LIViQ is being designed around the principle that being known should include having a say in how you are known.

Permissions should be understandable. Access should be purposeful. Information should not travel simply because technology makes it possible.

Different environments will also carry different legal, ethical and practical requirements, and those requirements will shape how permissions and access are implemented.

Collect less. Protect it well. Use it intentionally. Give people meaningful control.

Explore Trust & Ethics →

Is LIViQ replacing caregivers, DSPs, teachers or families?

No.

In many ways, LIViQ begins with the opposite assumption: human understanding is extraordinarily valuable.

The problem is that much of it is fragile. It can live in someone's memory, in a conversation at shift change, in a parent's text message, or in the experience of the one staff member who has known someone for years.

LIViQ is not being built to replace those relationships. It is being built to help what those relationships teach us remain useful when circumstances change.

Technology should strengthen continuity around a person—not substitute for the people who know and support them.

Does more technology mean less independence?

It shouldn't.

One of the tensions we are especially interested in is that support can both enable independence and, at times, unintentionally limit it.

Reducing support can create greater autonomy. But when human support recedes, some of the accumulated understanding surrounding a person can recede with it.

We believe those two things deserve to be separated.

A person should be able to need less oversight without having to lose more understanding.

That is one of the ideas LIViQ exists to explore.

Who is LIViQ for?

The person comes first.

Around them may be families, self-advocates, direct support professionals, providers, educators, researchers, clinicians and others who contribute to or benefit from continuity of understanding.

LIViQ is beginning in IDD, but the underlying problem is not unique to one diagnosis, one age or one setting.

People move. Teams change. Families age. Staff turn over. Care transitions. Lives evolve.

We believe understanding should be able to travel more gracefully through those changes.

How can someone work with LIViQ today?

We are looking for people and organizations willing to help us ask better questions before we rush toward bigger answers.

That includes researchers interested in continuity, independence and person-specific knowledge; providers willing to explore real-world use cases; families and self-advocates willing to challenge our assumptions; and institutions interested in helping establish what should be studied, measured and protected.

We are early enough to listen and far enough along to build together.

If this work intersects with yours, we'd like to hear from you.