Prove it works.
Or prove it doesn't.

Come with a problem, a goal, or an aspiration. ΔN1 helps you find what is true for your body, pursue it with a plan, and adapt as life changes.

What you get:

  • Evidence about what works for YOUR body—not averages
  • Honest feedback when something isn't working
  • A plan that adapts when life changes

No guilt. No guesswork. Just proof you can act on.

Works with HealthKit (iOS), Garmin, Whoop, and Google Calendar

The real problem isn't your data.

You have the devices. You track the metrics. The problem is nobody connects what you do to what actually changes—for you.

Your goals aren't your metrics

Your HRV went up. Do you feel better? Your sleep score improved. Are you less tired? When you optimize for a number, you lose sight of what you actually wanted to change.

Nobody shows what failed

Every app celebrates wins. Nobody tells you the supplement that did nothing, the protocol that made things worse, or the habit you could safely stop. Knowing what doesn't work is half the answer.

One-size-fits-none

“Take magnesium before bed.” Based on what? Population averages don't account for your schedule, your stress, or your biology. What works for a podcast host won't necessarily work for you.

What exists vs. what's missing.

Wearables track. AI chatbots advise. Neither connects your actions to your outcomes over time.

What you need Wearables AI chat ΔN1
Know what to do today Shows scores Generic tips Specific plan, your constraints
Test if something works Track metrics “Try this” Structured experiment, clear answer
See what failed Hidden Forgotten Visible, with evidence
Adapt when life changes Start over Ask again Detects drift, updates plan
Find root causes Single metrics Surface-level Traces chains across domains

Whoop, Oura, Garmin, Apple Watch—great at collecting data. ΔN1 connects to them and turns that data into decisions.

Averages aren't answers.

Population studies tell you what works on average. ΔN1 finds what works for you.

The Discovery Loop visualization appears here

Keep what holds up. Drop what doesn't. Stop guessing.

From signal to action.

Ask questions in plain language. Get answers backed by your patterns—and drafted plan updates you can accept or modify.

(Screenshots from demo data — illustrative example)

Your first 7 days

No overhaul. Just enough signal to stop guessing—then one small test at a time.

Day 1

Set your goal + constraints

Tell the coach what you’re trying to change and what’s realistic (kids, travel, schedule, budget). The plan starts with your life—not an ideal one.

Days 2–3

Connect your data

HealthKit/Garmin/Whoop + Calendar. You don’t need perfect logging—just enough consistency to see what’s worth paying attention to.

Days 4–5

See early hypotheses

Early patterns show up clearly labeled—with confidence levels—so you know what’s “worth watching” vs. “ready to test.”

Days 6–7

Run one small experiment

Pick one change with a clear timeline and outcome. If it helps, keep it. If it does not, stop. No more endless "just in case" additions.

What it actually looks like.

(Demo data — illustrative example)

Day 1

Start with reality, not an ideal week

You: "My baseline is chaos: kids, work, travel, and uneven sleep. I can do a few things consistently, but I cannot run a rigid plan."

System: "Got it. We start with what is realistic on your hardest days, then build from there."

Accepting constraints
app.deltan1.com/coach
Coach conversation capturing the user's goal and constraints
Day 35

What's actually moving the needle

System: "I've been watching your patterns. Three things stand out:"

Initial trial
No detectable effect
Morning walk
Better energy + steadier sleep

"Sometimes it's a keystone—one thing that unlocks everything else. Sometimes it's a combination. Sometimes the answer is just 'stop doing X.' For you, right now: drop that trial, protect the morning walk."

Pattern emerging See how it works →
app.deltan1.com/coach
Coach message showing a keystone discovery backed by the user's data
Week 6

What we've ruled out (as important as wins)

The failures are just as valuable:

  • Morning walk: Keystone confirmed — the one thing to always protect
  • Ashwagandha KSM-66: No effect — dropped it, saved $40/month
  • Rigid gym schedule: Rejected — distributed movement fits your life better
  • Late-night meal timing trial: Inconclusive — not worth extra tracking right now

Then chaos hits: kids up 3x last night.

"Recovery is tanked. Not a failure—just a constraint. Swapping HIIT for a walk. Lowering expectations for today. You don't have to fight this. Just do the one thing you can always return to."

Constraints accepted
app.deltan1.com/experiments
Experiments page showing active experiments and validated results
Month 3

Your playbook grows

14 validated findings. 6 rejected. The system now knows:

  • Morning walk before 8am: Keystone — cascades into better sleep, energy, focus
  • Caffeine cutoff: 2pm — not 4pm, not noon. Tested and validated for you.
  • Sleep debt recovery: 2 nights — not 1. Your biology needs the extra day.
  • Low-value interventions: Dropped — reclaimed attention and reduced noise

The plan now adapts automatically based on this accumulated knowledge. No more guessing. No more "just in case" additions.

"Next question: Is your afternoon slump food timing or sleep debt? One experiment. Two weeks. Then we'll know."

Playbook compounding
app.deltan1.com/insights
Insights showing accumulated validated findings and knowledge growth

A plan that adapts as you go.

A living plan built around your goals and constraints. It drafts updates based on your data and your life—then you accept or modify. Most days: 2–3 minutes of check-ins.

Specific, not vague

“30 min zone 2 at 7am” not “exercise more.” Real actions with real timing, built around your constraints and what we’ve learned about your biology.

“Tuesday 7am: 30-min walk outdoors (circadian reset). Skip if recovery is low.”

Tracks outcomes

The plan knows what to measure. When you follow an action, the system watches what happens next—connecting your choices to your results automatically.

“You’ve done the morning walk 8 of 10 days. Afternoon focus scores improved.”

Adjusts fast

When your recovery tanks, a plan update is ready before you wake up—drafted and waiting for a single tap to accept or modify. Travel week? Drafted around your calendar. Something stops working? We notice and recommend the next adjustment.

“Recovery dropped—drafted update: swap HIIT for yoga. Next hard workout: Thursday (if recovery rebounds).”

Behind the conversation is a lab.

You talk naturally. In the background, dozens of systems are tracing candidate cause-and-effect chains across your entire week—finding connections that span sleep, energy, food, exercise, and stress.

Cascade chains

Most tools stop at one-step correlations. We trace candidate chains: A → B → C → D. Correlations become hypotheses; hypotheses become experiments. Sometimes there's a keystone—one lever that unlocks the rest. Sometimes it's a combination. Either way, you find out.

"Coffee after 2pm → brain fog at 4pm → skipped workout → poor sleep → tired tomorrow. Testing whether the coffee is the root cause."

Early warning

When multiple signals drift at once—sleep, recovery, resting heart rate, energy—the system catches it before you feel it and drafts a plan update for you to approve.

“Same pattern as before your last cold. Swapped HIIT for a walk.”

Drift detection

New job? New stress? New season? The system notices when your patterns shift and stops trusting old conclusions. What was true last month gets revalidated for who you are now.

“Your sleep patterns shifted three weeks ago. Recalibrating what I’ve learned.”

app.deltan1.com/insights
Insights view showing weekly trends and an anomaly alert with confidence level

This is the lab in plain English: trends, anomaly alerts, confidence, and a next step.

Your data, connected

The system connects daily signals and context: meetings, travel, meal timing, symptoms, training load, and recovery.

Wearables

Apple Watch (via HealthKit), Garmin, Whoop—we connect to your existing devices and pull sleep, recovery, activity, and heart data automatically.

Sleep stages, HRV, resting heart rate, steps, workouts, recovery scores

Daily Logging

Tell us what you ate, how you trained, how you feel. Natural conversation, not forms. A few minutes a day builds a complete picture.

Meals, energy, mood, symptoms, workout details, interventions you are testing

Labs & Documents

Upload blood work when you get it. We connect lab values with everything else—mapping how your biomarkers relate to how you feel.

Blood panels, hormone levels, nutrient markers, metabolic tests

Photos & Selfies

A weekly selfie becomes passive tracking: body composition trends, recovery indicators, changes that show up even when you're too busy to log.

Body composition, posture trends, visual recovery signals

Questions

Required: For iOS: HealthKit access required (Apple Watch data syncs automatically). For Android: Garmin or Whoop required.

Helpful: Google Calendar (helps understand your schedule).

Start with what you have. More consistency just makes the learning faster.

Yes. Not vague advice—specific actions that fit your schedule, your constraints, and what's actually happening with your body that day.

If a change is needed, it drafts an update and asks for your approval (Accept/Modify). No autopilot changes.

That’s the point. ΔN1 doesn’t punish inconsistency—it adapts to it.

When your patterns shift, the system re-checks what it thought it knew and drafts plan updates that fit the week you’re actually having.

No. ΔN1 is a personal wellness tool, not a medical device. For medical concerns, see your doctor.

Your data is yours. Export anytime. Schedule deletion anytime—permanently deleted after 30 days.

Your data is never used to train AI models. We make money from subscriptions, not from harvesting your health data.

We don't sell your data. Ever. See our privacy policy.

Insights come with confidence levels. Lower confidence means “worth watching.” Higher confidence means “ready to test.” Experiment-backed results become validated truths—repeatable changes in your data that the plan can safely reuse.

How a pattern becomes proof →

No. ΔN1 works across sleep, stress, training, nutrition, schedule, and daily behavior. Supplements are optional.

If a supplement question matters to you, we can test it. If not, the system still helps you improve with other interventions.

No. The goal is less tracking over time, not more.

ΔN1 asks for short bursts of tracking when it is the fastest way to answer a question, then backs off. When something is settled, you can mark it as "good enough," and the system stops nudging that topic unless patterns drift or you ask to revisit it.

The Team

Mark Koivuniemi

Mark Koivuniemi

Founder & CEO

Engineer with nearly a decade at the intersection of AI and healthcare. Built DeltaN1 to answer the question wearables leave open: what should I actually do differently?

Andrew Koivuniemi, MD, PhD

Andrew Koivuniemi, MD, PhD

Co-Founder & Medical Advisor

Board-certified neurosurgeon with deep research roots in neural systems, signal processing, and human physiology. Over 200 citations across neuroscience and biomedical engineering.

Kelly Grott, MD

Kelly Grott, MD

Co-Founder & Medical Advisor

Board-certified anesthesiologist and pain management specialist. Frontline clinical experience in patient monitoring, pharmacology, and individualized care.

Join the Waitlist

Bring a problem, goal, or aspiration. Leave with truth, a plan, and a clear next step.

Your data stays yours. US residents only for now.

Questions? hello@deltan1.com