It starts with dynamics, not just individuals.
Lumi models how your kid is wired and how each adult is wired — because the friction lives between the two, not inside either one.
Maya’s Mental Model vs Alex’s
Across 11 cognitive domains
Maya
Alex
Behavioral health copilot for neurodiverse families
Lumi learns how your child and each caregiver work together, then gives each person practical strategies for the moments that usually go off track.
Free to start — no credit card required.
For kids ages 5 to 12. Available onphone,tablet,anddesktop.
Mental model check-in
Last updated: July 18, 2026✓ Up to date
Mental model domains
Maya and Alex, side by side across 11 domains.
Maya
Alex
What Lumi sees
Alex’s strong working memory means multi-step instructions feel natural and obvious. Maya’s very low working memory means those same instructions evaporate within seconds. This creates a cycle: Alex repeats, Maya shuts down, both get frustrated.
Neither is failing. They’re just wired differently.
Give one instruction at a time. Use visual cues instead of verbal reminders. Place a photo checklist at Maya’s eye level — let the environment hold the information so her working memory doesn’t have to.
At a glance
Biggest struggle
Working Memory0.8/7
Strongest bright spot
Goal-Directed Persistence5.8/7
Support areas6
How can I help with Maya?
This is a real conversation — ask anything, or start from one of these.
Last updated July 18, 2026
The model · 11 domains
What Lumi sees
Alex’s strong working memory means multi-step instructions feel natural and obvious. Maya’s very low working memory means those same instructions evaporate within seconds. This creates a cycle: Alex repeats, Maya shuts down, both get frustrated.
Neither is failing. They’re just wired differently.
Give one instruction at a time. Use visual cues instead of verbal reminders. Place a photo checklist at Maya’s eye level — let the environment hold the information so her working memory doesn’t have to.
Why we built it
From our interviews with parents of kids with ADHD, autism, and executive function (EF) differences.
“It was always: you’re doing the right things — just try this, or environmental things, or whatever it is. Honestly, I don’t remember if we stopped because it wasn’t working or just because it was hard to keep the system in place.”— Dad of a 5-year-old
Stop treating multi-player challenges with single-player solutions.
Start free, transform your hardest moments, and get your crew rowing in the same direction.
Start freeHow it works
Lumi models how your kid is wired and how each adult is wired — because the friction lives between the two, not inside either one.
Across 11 cognitive domains
Maya
Alex
Choose one behavioral outcome. Lumi drafts the strategy from your family’s real dynamics, relevant research, and how you define progress.
Strategy · Day 57
For Maya · started Apr 12 · ≈30 days
“Maya will begin assigned tasks with one adult prompt or fewer on most days.”

Strategies are the roadmap. Recipes, checklists, and check-ins are the tools to help your family get there — automatically adapting based on what actually works.
Recipe · ≈4 min · 4 steps
For Maya · runs from her checklist · tuned 3 times since day one
Maya can do every task on this list — her mornings fail at the hand-offs between them. So each step ends by cueing the next one, and the checklist holds the authority, so you’re not the one issuing orders at 6:50 AM.
The method
What this does
Moves every morning decision to a low-stakes hour — outfit on the chair, backpack zipped by the door.
How to do it
Maya picks the outfit herself; choosing it is the buy-in. A 6:50 wardrobe change gets one answer: “that was a bedtime decision.”
What this does
The list gives the orders, so prompts stop sounding like nagging — and Maya can’t negotiate with a card.
How to do it
Checklist open on the counter by 6:45. If she stalls, one script, once — “check your list” — and point at the list, never at the task.
What this does
A fixed endpoint keeps one bowl of cereal from swallowing the morning — with no countdown to race.
How to do it
The checklist shows “ends at 7:05” and chimes once, softly, at 7:03. No verbal time-checks — the clock is the messenger, not you.
Morning check-in — how did the launch land today?
That fits Maya — countdowns read as pressure, not information. Rewriting step 3: no timer to race. The checklist shows “breakfast ends at 7:05” and chimes once, softly, at 7:03.
Same breakfast, new messenger. Watching Thursday for the first calm finish.
Lumi is AI-powered and can make mistakes.

Plan adjusted
The breakfast countdown became a 7:05 endpoint — Maya races timers, but she can steer to a clock.
What works, the tripwires, surprising developments travel — between your partner, grandma, teachers, and specialists.

Strong start, fading middle. Maya launches well now — but attention slips mid-task before she notices it’s gone. That’s wiring, not willpower.
Worth flagging
Positive signal to share
Seen this month
Daily load, for context
Morning launch recipe · homework scaffold · evening wind-down.
Worth raising Thursday
You’re walking in with real data.
Share with Jordan
From our beta families
“Understanding what was happening made me more patient — she worked through it, I stayed with her.”— Lumi beta program parent
We built Lumi because I was terrified my son would grow up wanting to get as far away from me as possible. We were fighting every morning, homework session, and transition despite years of therapy and a shelf full of books. Six months later, he was holding my hand and hugging me more than ever. With Lumi, we finally found a way to work together and truly understand each other. We found our way, not the way — and we’re committed to helping every struggling family find theirs.

Michael CatonCo-Founder, CEO & Father of two
Free to start
Create your family’s account and build your first plan tonight. No credit card, no sales call, no waiting list.
Already have an account? Sign in
Evening, Alex.
Maya’s wind-down starts in about an hour.
Strategies in motion
Try asking

No. Lumi supports families navigating ADHD, autism, AuDHD, and related executive-function challenges—whether your child has a diagnosis or you’re still figuring out what support fits. Designed for ages 5–12.
Generic chat starts from zero every time. Lumi co-creates a living model of your child and family, keeps the context, and grounds its coaching in clinical research.
Lumi’s working picture of how your child handles tasks, time, transitions, and emotions — built from a short questionnaire, refined by what happens every day. It personalizes everything else.
Yes. Invite them from Settings — everyone gets their own account and sees the same plan in their own terms.
A few minutes of questions to build your child’s mental model, then your first checklist or strategy — most families run something the same week.
Your household is the boundary. Your family’s data is stored privately, never sold, and deleted on request.
No. You can create your family’s account, build your child’s mental model, and run your first checklist or strategy without entering any payment details.
Starting is free and takes no credit card. If you decide to stay, it’s $50 per month billed every three months, or $40 per month billed yearly.
Nothing is deleted. Your household moves to read-only — your mental models, strategies, and history all stay exactly where they are, and everything unlocks again if you subscribe.
No — Lumi is in early access and we ship most weeks. That means some rough edges, and it also means the families using it now shape what gets built next.
School-age kids, roughly 5–12.