Confidential · TTC × SCC / TLI

The Longevity Institute

Technology & Integration Plan · prepared for Michael London & Dr. Chad Denman

If you need a code, contact ernie@tacotruckcreative.com

Confidential

Breathe better.
Sleep healthier.
Live longer.

The technology and integration architecture behind Sleep Cycle Center, The Longevity Institute, and a national network of sleep-apnea-led longevity practices.

Prepared by Taco Truck Creative · For FORBventures & Sleep Cycle Center · May 11, 2026
30+
Diseases linked to untreated sleep apnea
~1B
People worldwide undiagnosed
300
Trained dentists in Chad's network
3× / 10×
Top-line / bottom-line target, Austin '26
01 · Vision Alignment
01

What you've described is not a clinic chain. It's a longevity platform with sleep apnea as the front door.

Your View from 30,000 Feet document defines four key pieces of the puzzle: sleep apnea treatments, wearable devices, AI, and a referral plus treatment ecosystem. The first is yours. The next three are where every competitor will get stuck. That's where this document begins.

A
Austin SCC as the prototype

3× top, 10× bottom in 2026. Operationalized, documented, instrumented, so it can be cloned.

B
Wearable plus AI changes care

Continuous monitoring, contextual interpretation, daily action. Not a wellness gimmick. A reimbursable clinical signal stream.

C
TLI is the value driver

MSO above the network. Owns brand, technology, data, and patient relationships. Investor-grade structure from day one.

02 · The Stack
02

A bespoke six-layer architecture, built for this. Not adapted from someone else's MSO.

Every existing sleep-medicine SaaS treats the patient as a row in a database. Ours treats the patient as a longitudinal physiological signal, and the franchisee as the operator of a high-yield clinical product, not the manager of an EMR.

TLI Platform Architecture
Layered, regulated, replaceable at every interface
L6
Patient experience
iOS, Android, web
Morning AI report
Trends & baselines
Compliance coach
GP auto-summary
L5
Franchisee operating system
Web, multi-role
Patient pipeline
Insurance & RCM
Marketing autopilot
Training LMS
L4
MSO operations cloud
TTC build
Multi-loc rollups
Cohort analytics
Compliance audit
Investor reporting
L3
AI & clinical reasoning
LLMs plus custom models
Context engine (RAG)
Anomaly & trend detection
Inform-not-diagnose guardrail
Drug + comorbidity check
L2
Data platform
FHIR-aligned, HIPAA
Patient longitudinal store
Telemetry ingest
Consent & access ledger
De-identified research vault
L1
Signal acquisition
Hardware, wearables, HSAT
Home sleep test (HSAT)
Watch / ring / band
In-ear biosensing
CPAP / oral / CGM / BP
Built once

Multi-tenant from day one. New franchisee equals new tenant ID. Branding, pricing, payor mix, comms templates configurable per location.

Compliant by design

HIPAA, SOC 2 path, FDA 21 CFR 820 awareness for any SaMD claim. Data segregation per state for CPOM and anti-kickback boundaries.

Replaceable interfaces

Every external dependency, payor, device, model, EMR, sits behind a TTC interface so vendor lock-in stays under our control, not theirs.

Clinical claim discipline

What the platform does, and what it does not.

  • The platform does not diagnose sleep apnea from wearable data.
  • Wearables support patient engagement, trend monitoring, adherence coaching, and clinician review.
  • Diagnostic claims remain tied to approved testing pathways, clinician interpretation, and applicable regulatory standards.
  • AI outputs are decision-support and patient-education tools unless and until separately validated and cleared.
03 · Integrations
03

Eight integration plays most sleep-medicine platforms are not built to operationalize.

Sleep-medicine software today connects to one CPAP cloud and one billing clearinghouse. We're going to connect to the entire physiological surface of the patient, then translate that into the kind of clinical signal that justifies the longevity-platform thesis you're raising on.

One emerging signal layer

Apple AirPods as one of many
future clinical signal layers.

Apple is steadily turning AirPods into a health interface. AirPods Pro 2 already support regulated hearing-health features, including Apple's FDA-authorized OTC Hearing Aid Feature, Hearing Test, Hearing Protection, and Live Listen. AirPods Pro 3 extends the platform further with in-ear heart-rate sensing for workouts. Together, these moves point to a clear direction: ear-worn devices are becoming a mainstream channel for health data.

Apple's public patent filings go further. The company has filed applications describing earbud-based biosignal sensing using in-ear and around-ear electrodes, including EEG-style neural signal measurement. These filings do not mean Apple has shipped EEG AirPods, and they do not guarantee Apple will expose neural data to developers. But they strongly support the strategic thesis that the ear is becoming a high-value sensing location for hearing, cardiac, motion, and potentially neural signals.

TLI's opportunity is to build the sleep-medicine interpretation layer ahead of the hardware curve. We can begin today with public Apple frameworks: HealthKit, audiogram data, heart-rate data where available, motion data, and audio / hearing-health workflows. As Apple and other ear-worn platforms expose richer biosignals, TLI is positioned to become the clinical destination for interpreting that data in the context of sleep health.

This is not a bet that AirPods are a clinical EEG device today. It is a bet that the world's most widely adopted ear-worn platform is moving toward clinical-grade sensing, and that sleep medicine needs a trusted interpretation layer when those signals become available. We are equally open to non-Apple device manufacturers, niche clinical sensors, and combinations of small purpose-built devices that together cover the patient 24 hours a day. The platform integrates with whatever ships, from whichever vendor, with the cleanest signal.

Patent landscape · public filings
USPTO
US20230225659A1
Biosignal Sensing Device Using Dynamic Selection of Electrodes. Earbud-based biosignal sensing using electrodes positioned in or around the ear, including EEG measurement and electrode configurations for biological signal capture.
US20170078780A1
Earbuds with Biometric Sensing. Earbuds configured with biometric sensors, including sensors positioned against the tragus for biometric measurements. Supports Apple's longer-term interest in ear-based biometric sensing.
AppleHealth
HealthKit already exposes heart-rate samples and audiogram samples. AirPods Pro 2 and Pro 3 support Hearing Test and Hearing Aid functionality, with audiogram data stored in the Health app.
Roadmap
In-ear EEG and related ear-based biosignals are an emerging research and patent direction, not a commercial Apple capability today. The strategic opportunity is to architect TLI so it can absorb these signal classes if and when they become available through approved consumer or clinical pathways.
We do not need a private Apple partnership to begin building the integration strategy. We can start with public Apple frameworks today. If Apple exposes EEG-class or related biosignal data through HealthKit, ResearchKit, or another approved developer pathway, TLI's platform should be ready to integrate it quickly because the clinical workflow, consent model, and interpretation layer will already be in place.
02
Wearable

Oura Ring · Whoop · Garmin

HRV, recovery, body temperature, sleep architecture cross-validation. Three rings is better than one. Agreement-vs-disagreement signals improve confidence intervals on AHI estimation.

03
Continuous metabolic

Dexcom G7 · Libre 3 · Levels

CGM as a sleep-quality biomarker. Apnea events drive overnight glucose excursions. Correlating the two is a powerful patient-education moment and a publishable signal.

04
Cardiovascular

Withings ScanWatch · Omron · KardiaMobile

Continuous BP and ECG. Untreated apnea drives nocturnal hypertension. Objective BP normalization post-treatment is the clinical proof point that justifies premium pricing.

05
Environmental

Eight Sleep Pod 4

Bed-level temperature, HRV, sleep-stage data. The only ecosystem that can act on a recommendation overnight by adjusting bed temperature in response to apnea-related arousal.

06
CPAP cloud

ResMed AirView · Philips Care Orchestrator · React Health

Compliance and AHI streaming directly into the franchisee dashboard. 90-day adherence drives reimbursement. Auto-flagged non-compliant patients get a coach call within 24h.

07
Insurance / RCM

Availity · Change Healthcare · Eligible

Real-time benefits verification, prior auth tracking, claims posting. The "we'll handle insurance" promise to dentist franchisees becomes a real, measurable workflow. Not a sales-deck line.

08
Clinical research network
Warm intro available

The Marwan Sabbagh / Alzheimer's correlation lane

Dr. Marwan Sabbagh is one of the most cited Alzheimer's researchers in the world, the national voice on the topic, and a personal childhood friend of Ernie's. He is reachable.

Sleep apnea is now established in the literature as a major contributor to amyloid clearance dysfunction and Alzheimer's progression. A formal advisory relationship with Sabbagh, appointed to the TLI Scientific Advisory Board, gives the platform a clinical research narrative no competitor can match: "the sleep-medicine network that publishes Alzheimer's-prevention data."

Ernie will not initiate outreach until you green-light.

Other introducible advisory roles
› Mayo Clinic Sleep Center referral pathway
› Portland-based heart team you've referenced
› Stanford Sleep Medicine alumni network (TTC has agency-side relationships)
› AASM (Am. Academy of Sleep Medicine) accreditation lane for franchisees
Each advisor relationship turns into a clinical content stream. Patient education, franchisee CME, investor narrative, PR.
03 a · Wearable strategy
·

The wearable problem, answered.

The Doctor's vision is a single device that does ten jobs at once. No device on the market does all ten. Waiting for one to exist is the wrong bet.

The wearable is one sensor. The platform is the product. We build the platform now and feed it from a small set of best in class sensors that already ship.

Tier 1

Clinical, SCC supplied

Overnight pulse ox is the signal SCC owns and consumer wearables do not deliver. One clinical device under the patient's pillow or on the finger every night.

  • • Wesper Lab (longitudinal patches)
  • • Masimo MightySat (best-in-class SpO2)
  • • Withings Sleep Analyzer (mat, AHI cleared)
  • • Sleepiz One+ (bedside radar, white label)
  • • CMI NightOwl (HSAT, OEM friendly)
Tier 2

Consumer, patient owned

The patient brings their own device. We integrate at the platform layer through one healthcare-grade aggregator, not a dozen brittle direct integrations.

  • • Vital (primary, also covers labs)
  • • Terra API (breadth coverage)
  • • Apple HealthKit (iOS companion)
  • • Google Health Connect (Android)
  • • Oura, Whoop, Garmin, Apple Watch, Withings
Tier 3

Cohort specific

Optional sensors tied to therapy lanes. SCC supplies for active trials. Patients keep or return when the cohort closes.

  • • Dexcom Stelo, Abbott Lingo (GLP-1 lane)
  • • Oura Gen 4 / Ultrahuman (trial enrollees)
  • • ResMed AirView, Philips Care Orchestrator (CPAP cloud)
  • • KardiaMobile 6L (AFib subset)
  • • Withings BPM Connect (hypertension lane)
Tier 4

The platform itself

The moat is not the device. It is the unified longitudinal record with quarterly labs, EMR, AI coach with physician review, and a consented research pool.

  • • Rupa Health for lab ingest
  • • Lexicomp + First Databank interactions
  • • Thin EMR with FHIR out (Mahler aligned)
  • • AI clinical coach, physician approved
  • • Data Use Committee for research licensing
90 day MVP · SCC Austin · v1

Live in SCC Austin. Five patients. Three months. The flywheel starts.

We do not need a hardware bet to start, and we do not wait for one device to do everything. We start in SCC Austin with five enrolled patients, one clinical pulse ox, one consumer aggregator, one lab partner, and a combination of small purpose-built devices that together cover the patient 24 hours a day. From day ninety forward, every additional patient deepens the moat.

Five decisions this quarter
  1. 1Clinical pulse ox partner. Wesper, Masimo, or white-label OEM.
  2. 2Consumer aggregator. Vital + Terra + HealthKit (recommended).
  3. 3EMR posture. Thin platform-native with FHIR out, or full Mahler integration.
  4. 4Lab vendor. Rupa, Vibrant, or direct Quest / LabCorp.
  5. 5Research governance. DUC chair, consent flow, patient revenue share.
03 b · Member benefit
·

Polypharmacy, deprescribing, and supplement safety. The medication review nobody else runs.

The average TLI member over 65 is on 5 prescription medications and 4 to 7 supplements. Their prescribing physicians often do not see each other's notes. Their pharmacy sees the prescription stack but not the supplements. Their cardiologist doesn't know what their dentist put them on. Nobody owns the whole picture.

TLI does. Every member has one complete medication and supplement record, screened continuously, deprescribed where appropriate against established geriatric criteria, dose-adjusted for age, and reviewed by both a credentialed physician and a clinical pharmacist before any recommendation reaches the member.

★ Clinical lead

"This alone is worth membership for the older patients we treat."

Dr. Chad Denman, SCC's primary sleep clinician, has flagged this as one of the highest-impact services TLI can offer the older member.

The literature backs him up. Adverse drug events drive an estimated 1.3 million ER visits per year in the US, concentrated in patients over 65, most preventable with a single integrated medication review. A 2026 narrative review of 79 polypharmacy studies (Rambam Maimonides Medical Journal) concluded that multidisciplinary medication review and deprescribing improves outcomes and quality of life. TLI's offering operationalizes exactly that, continuously, at scale, inside one record.

Live example in the patient prototype
The patient view shows a real-shape case: a member added Berberine 500 mg to their stack without telling their PCP. The system caught a 14 percent increase in time below 70 mg/dL on the CGM within five days, flagged the Berberine x Semaglutide hypoglycemia risk, held the supplement, and routed the alert to the prescribing physician's inbox before the member saw it.
Open the patient view ›
5+
Avg Rx for members 65+
4 to 7
Avg supplements
1.3M
US ER visits per year, ADEs
Six services that run on every member record

No PCP, pharmacy, or longevity app in the market does all six end to end.

1 · Interaction screening

Three databases, continuous scan.

Lexicomp, First Databank, and NIH RxNorm plus DDInter run on every change to the record. Covers prescription, supplement, food, alcohol, and CYP450 genetic interactions.

Continuous, not annual
2 · Deprescribing

Beers and STOPP / START.

American Geriatrics Society Beers Criteria and the European STOPP / START tools applied automatically. Surfaces medications the member may no longer need, in priority order, for physician review.

Reduces pill burden, ADEs, falls, cognitive load
3 · Anticholinergic burden

Cognitive risk, scored.

Cumulative anticholinergic load (diphenhydramine, oxybutynin, certain antidepressants, many OTC sleep aids) is one of the most under-recognized cognitive-decline drivers in older adults. We score it on every member, weekly.

Independent of drug-drug interaction screen
4 · Age-adjusted dosing

Pharmacokinetics catch up.

eGFR decline, slower hepatic metabolism, and body composition shifts mean older adults often need lower doses than the label assumes. Most prescribers don't dose-adjust. Our engine flags the gap to the prescribing physician.

Uses live labs, not assumed function
5 · Drug-to-disease screen

Not just drug-to-drug.

NSAIDs in CKD. Beta-blockers in asthma. ACE-inhibitors with hyperkalemia risk. Anticoagulants with high fall risk. The platform sees diseases, labs, and medications, so it can run the screen no single-source system can.

Cross-references the full record
6 · Comprehensive Geriatric Assessment

Annual, structured, billable.

CGA is the geriatric standard: medications, cognition, function, mood, nutrition, social, and falls risk in one structured review. Annual for members 65+. Billable to Medicare Advantage. Drives quality-of-life outcomes.

Standard of care, rarely delivered in practice
High-risk lane
Class A

Proton pump inhibitors (PPIs)

Prilosec, Nexium, and similar. Roughly two-thirds of older adults on a PPI lack a valid GI diagnosis. Long-term use is associated with dementia, hip fractures, C. difficile infection, pneumonia, and cardiovascular events. The platform flags any member on a PPI longer than 8 weeks without documented indication and routes a deprescribing protocol to the physician.

Highest-volume deprescribing win across the network
High-risk lane
Class B

Psychotropics in older adults

Benzodiazepines (Ativan, Xanax, Valium), antipsychotics, certain antidepressants. Beers Criteria explicitly flags this class for the 65+ population. Drives falls, confusion, hospitalization, and is overrepresented in institutional settings. The platform flags chronic use and surfaces evidence-based tapering protocols for physician review.

Highest-impact deprescribing win per member
Who's in the loop

Clinical pharmacist added to the review chain.

The polypharmacy literature is unanimous on one point: pharmacist involvement is the single highest-impact intervention. TLI embeds a centralized clinical pharmacist (PharmD) in the MSO review chain. Every flagged stack lands in a queue the PharmD triages, annotates, and forwards to the prescribing physician with a recommendation.

The review chain
  1. 1Engine screens record on every change, surfaces flags.
  2. 2Clinical pharmacist (MSO) triages the queue, adds notes, drafts a deprescribing or interaction recommendation.
  3. 3Prescribing physician approves, edits, or rejects.
  4. 4Member sees the result as a clear next step, never raw model output, never unreviewed.
  5. 5Audit log captures every prompt, output, edit, and signer. Reviewed quarterly by the advisory board.
The membership promise

"Fewer pills. Sharper thinking. Caught before the ER."

The honest member pitch isn't a hospitalization stat. It is a quality-of-life pitch: lighter pill burden, fewer side effects, clearer cognition, more energy, and the reassurance that someone is finally watching the full stack. For members 65+, this is one of the most marketable, most provable, and most differentiated promises in the entire TLI offering. PCPs don't run it. Pharmacies don't run it. Longevity apps don't run it. TLI does.

Standards we operationalize
  • ● AGS Beers Criteria (2023)
  • ● STOPP / START v3 (2023)
  • ● Medication Appropriateness Index
  • ● Anticholinergic Cognitive Burden scale
  • ● Lexicomp + First Databank
  • ● NIH RxNorm + DDInter
  • ● Comprehensive Geriatric Assessment
Draft. Pending clinical sign-off. Synthesized from clinical literature and a research-assistant pass on the 2026 Matos and Pinheiro narrative review (Rambam Maimonides Medical Journal, 79 papers reviewed). The article was published as a narrative review, not a meta-analysis as the press coverage suggests, and the prevalence statistics it cites are from the European SHARE survey, not US data. Specific drug-class risk claims, deprescribing protocols, and member-facing language require sign-off by Dr. Denman or another credentialed clinician on the TLI advisory board before use in published marketing, member portals, or clinical operations.
03 c · Phase plan
·

Phase 1 is the slow one. Phases 2 to 4 sprint.

Planning, hardware partner selection, EMR architecture, advisory board sign-off, and the SCC Austin v1 deployment all happen in Phase 1. It is deliberate work. Everything after is built on top of it and moves faster by an order of magnitude.

Dentists can sign Letters of Intent in Phase 2. We onboard them in waves through Phases 3 and 4 as marketing proves out and as the operating system absorbs more locations without breaking.

Active
Phase 1

Foundation

Now through end of Q3 · roughly 4 months
  • • Sign the five Decision Card items
  • • Vendor contracts (Wesper, Vital, Rupa, Lexicomp, EMR)
  • • Advisory board to 4 of 4 confirmed
  • • Working session with Mahler on EMR posture
  • • Platform build with five SCC Austin patients
  • • AI coach guardrails reviewed and signed by advisory
  • • Series A data room and audited unit economics
Outputs
v1 device + AI/App live in SCC Austin. Sign-off on franchise op map. Series A ready.
Phase 2

LOI wave

Q4 2026 · roughly 3 months
  • • Open LOI program to qualified dentists
  • • 200 to 400 LOI targets, 50 to 150 signed
  • • Marketing channel matrix in execution
  • • Cohort #2 in SCC Austin (25 patients) proves the AI guardrails at scale
  • • Two additional SCC-style anchor sites stood up
  • • Series A closed
Outputs
LOI book of signed dentists. Capital in. Anchor markets seeded.
Phase 3

Onboarding waves

Q1 to Q2 2027 · roughly 6 months
  • • Convert LOIs to live franchises in waves of 20 to 30
  • • Marketing channels that worked in Phase 2 scale
  • • Marketing channels that didn't are cut
  • • Franchise operating system absorbs the volume without breaking
  • • Research arm crosses 2,500 consented patients
  • • First peer-reviewed publication submitted
Outputs
~100 live locations. Research flywheel running. Marketing playbook locked.
Phase 4

Network effect

Q3 2027 onward
  • • Vetted-network marketplace opens (MD-VIP, Med Spas, Longevity Centers)
  • • Research licensing revenue is material
  • • International franchise inquiries qualified and prioritized
  • • Strategic partnerships with sleep labs and large PCP groups
  • • Series B or strategic buyer conversations on TLI's timeline, not theirs
Outputs
National network. Defensible moat. Optionality on exit or growth.
Why the LOI structure

Sign hundreds of dentists in Phase 2. Onboard them in waves through Phases 3 and 4.

A signed LOI is a soft commitment that lets us forecast, prioritize, and sequence onboarding by market, by readiness, and by which marketing channels we have actually proven. It avoids the trap of signing more franchises than the operating system can absorb in any given quarter, while still locking in the demand we know is there.

Onboarding wave logic
  • Wave size capped at the franchise team's ability to deliver a clean opening (initially ~25 per wave, ramps as the OS absorbs volume).
  • Priority based on market density (referring sleep labs nearby, PCP networks, payer mix).
  • Marketing channel evidence drives sequencing. Channels that prove out in early waves get more spend in later ones. Channels that don't are dropped.
  • LOI signers receive prelaunch training, branding materials, and a confirmed wave slot.
05 · Franchise Operations
05

The franchise architecture isn't theoretical. We've already built one.

Franchise systems are not built in strategy documents. They are built in the tension between brand standards, local operator reality, unit economics, training, compliance, and cash flow. TTC brings the rare combination of brand-building, software-building, and real franchise operating experience.

Operator-side, 30+ years
Master franchisee, country scale

Ernest Koury · selected operator track

Little Caesars · West Texas plus Southern New Mexico

Largest franchisee in the territory. Multi-unit P&L. Hiring, training, vendor management, real estate, marketing. Operated as principal for years.

Little Caesars · Australia (sole continental franchisee)

2013 to 2019. Built a country's franchise system from zero. 16 stores in Sydney. Site selection, build-out, training systems, supply chain, multi-state regulatory navigation, multi-currency, expat ops.

Sign manufacturing · 30,000 sq ft facility

Largest sign manufacturer in the Southwest US. Vertical integration into the brand-standardization layer that every franchise system relies on.

Taco Truck Creative (2013) · agency-side

Operated in parallel with the franchise stores. TTC turned Callaway from #4 to #1 in two years and held it for 13. Currently servicing the LPGA Tour, Mark Wahlberg's Municipal, and Lab Golf.

Site selection

Population density, payor mix per ZIP, dentist-density saturation, drive-time isochrones, competitor mapping.

Franchisee economics

Unit-economics worksheet, $20K/mo bottom-line target reverse-engineered to patient throughput, payor mix, treatment plan.

Standards & flexibility

Brand non-negotiables vs. operational latitude. The line that separates franchise integrity from franchisee revolt. We've drawn it before.