Balayu Health
Clinical methodology

Designed around how children grow, not how billing works.

A licensed Indian pediatrician reviews your child's full health record monthly, quarterly, and annually, and within 24 hours any time a reading falls outside what is normal for them.

01

A standard built around how children actually grow.

The annual wellcheck was not designed around what children clinically need. It was designed around what a physician could bill for in 18 minutes within a US insurance structure. It was always a logistics compromise.

A single yearly data point is noise. A child's weight at the 75th percentile in March tells you almost nothing. The same child's weight tracked monthly across a year, showing a 3-month deceleration in growth velocity, tells you something a clinician can act on. Direction and velocity matter more than position.

Balayu is built on the AAP Bright Futures framework and IAP growth standards, applied at the cadence the science supports rather than the cadence the billing system permits. Monthly weight, sleep, and nutrition. Quarterly height and developmental screening. Biannual guided auscultation. Annual comprehensive review. A licensed Indian pediatrician reads the full record at each interval and is triggered automatically between them.

02

What changes when monitoring goes continuous.

Continuous glucose monitoring replaced the annual HbA1c as the standard for diabetes management because trajectory tells you what a snapshot cannot. The same principle applies across every clinical domain where children's bodies change faster than annual visits can track.

Applied to pediatric wellness:
Growth velocity (cm/month) is more sensitive than percentile position. Faltering can be caught months before any single measurement falls below threshold.
Personal SpO₂ baselines reveal deviations that population reference ranges miss. A child running consistently at 99% who shows 95% is clinically different from a child whose normal is 95%.
Developmental plateaus need to be caught within weeks. The Ages & Stages Questionnaire has 21 age-specific versions precisely because each is calibrated to a 2–3 month window.
Cross-signal patterns, such as weight velocity slowing while sleep quality declines and appetite drops, emerge in continuous data, not annual snapshots.
Cadence comparison · AAP standard vs. Balayu
DomainAAP standardBalayu cadenceWhy this matters
WeightAnnually (age 3+)MonthlyCatches growth faltering 2–3 months earlier
HeightAnnuallyQuarterlySufficient to detect velocity changes
Head circumferenceAnnually (to age 3)Monthly (under 2)Brain growth is rapid; monthly catches deviations
SpO₂ / heart rateNot routineMonthlyPersonal baseline enables deviation detection
AuscultationAnnuallyEvery 6 monthsRespiratory and cardiac changes develop between visits
Developmental screening9, 18, 30 monthsEvery 3 mo under 2; every 6 mo 2–5Plateaus need to be caught within weeks
Autism screening18 and 24 monthsMonthly between 16–30 monthsEarlier detection in the critical window
NutritionAnnuallyMonthlyIron, Vitamin D, and diet quality shift seasonally
SleepAnnuallyMonthlySleep problems affect development and change with school terms
Behavioural / emotionalAnnually (if at all)Quarterly from age 4Most underserved domain in pediatric care
VisionAnnually (4+)Biannual self-test from age 3Catches amblyopia in the treatable window
Full physician reviewAnnuallyQuarterly + triggeredReviews at the cadence the data warrants
03

Every reading reaches a pediatrician. No exceptions.

Continuous monitoring determines the urgency and timing of each review. It never determines whether one happens.

Continuous Monitoring

Every measurement you submit between scheduled check-ins is assessed against your child's own historical range. Not a population chart, but a personal envelope built from their own data. If a reading falls outside what is normal for your child, a pediatrician reviews the record within 24 hours.

Quarterly Review

Data points that individually appeared routine are seen together. Six months of nutrition logs alongside a slightly slowing growth velocity can read as a pattern no single check would flag. The pediatrician reviews the full record, not a snapshot from a single visit.

Annual Assessment

Every data point collected across the year contributes to one comprehensive physician review. Twelve months of weight data. Monthly sleep logs. Quarterly developmental screens. Biannual auscultation recordings. Reviewed together, in context, by a pediatrician with more clinical information than a physician who sees the same child for 18 minutes once a year.

The piece most parents are missing is not measurement. It is knowing that a qualified pediatrician has reviewed what you submitted and can tell you whether it matters. That is what every Balayu review delivers.

04

Personal baselines, not population averages.

The deepest clinical shift in this model is the move from population norms to personalised reference ranges. Six months of monthly readings builds a personal envelope specific to your child. Deviations from their normal are flagged, not only deviations from an average that may never have described them.

This is the same principle that made continuous glucose monitoring superior to the annual HbA1c. A single annual reading tells you where someone sits relative to a population. Continuous personal data tells you whether something has changed for that specific person, which is the question that actually matters clinically.

The same principle scales across the Balayu dataset as a whole. Every family that tracks their child continuously contributes to the most detailed longitudinal record of Indian children's growth and development ever assembled. The reference point for what is normal for an Indian child becomes more precise with every year, and every child on Balayu benefits from it.

05

What we gather, and how.

Six clinical domains, captured at home with guidance from the app and reviewed by a pediatrician.

Growth.

Height, weight, head circumference. Photo-verified measurement. Plotted against IAP standards (5+) and WHO standards (under 5). Velocity calculated automatically.

Vital signs.

SpO₂, heart rate, respiratory rate. Consumer pulse oximeter. Tap-counter for respiratory rate. Plausibility-checked against age-appropriate reference ranges.

Guided auscultation.

Heart and lung sounds via consumer digital stethoscope. The app displays a numbered placement diagram (4 lung points + 4 heart points). 10–15 second recordings per point. Quality-gated against ambient noise and movement before submission.

Developmental screening.

Ages & Stages Questionnaire (ASQ-3), M-CHAT-R for autism (16–30 months), SDSC for sleep (6+), PHQ-A for depression (12+), CRAFFT for substance screening (14+). All globally validated, parent-completed, age-gated.

Medical history, nutrition, sleep, safety.

Structured intake updated at every check-in. India-specific nutritional flags (iron, Vitamin D), school-age screen-time and bullying questions, age-appropriate safety screening per Bright Futures.

Visual observation.

Guided photo capture of skin, eyes, throat, gait. Penlight test for strabismus from age 3. Reviewed by a physician for pallor, jaundice, eczema, dental caries, and visible findings.

What home can't do, we say clearly.

Some things require in-person assessment. Fundoscopy, blood tests, infant hip manoeuvres. When your child needs one of these, the physician tells you specifically what, where, and why. We don't pretend to do what hands can't.

06

A clinical record designed around who needs to read it.

The reviewing pediatrician sees

A structured clinical packet: your primary concern, vital signs, growth panel with percentile chart and velocity, auscultation audio with waveforms, developmental screening results with reference zones, history and observations, photos and videos, and previous check summaries.

You see

A plain-language written summary, growth curves with your child plotted, developmental assessment, the physician's note, recommendations, and a referral to a vetted local pediatrician if needed. Every measurement is visible. Every physician note is preserved.

The system sees

Data streams. It flags deviations from your child's baseline. It triages reviews by urgency. It never diagnoses. The physician always closes the loop. Clinically, legally, and as a matter of principle.

07

What Balayu is not.

We are direct about our limits. The model only works because it stays inside them.

Not a substitute for a pediatrician when your child is unwell.

Balayu is preventive wellcare. When your child needs sick care, see a doctor in person.

Not a diagnostic tool.

Balayu is wellness screening. When in-person evaluation is warranted, the reviewing physician refers you specifically.

Not a medical device.

Balayu is governed as preventive wellness monitoring under the Ministry of Health's Telemedicine Practice Guidelines. Reviewing physicians make recommendations. They do not issue clinical diagnoses through the platform.

Not an AI doctor.

Continuous monitoring surfaces signal. The physician interprets it. The physician always closes the loop.

This is a principled limit, not a marketing choice. Staying inside it is what allows us to do what we do well.

08

The standards this is built on.

Clinical reference bodies
  • Indian Academy of Pediatrics (IAP): growth charts, immunisation schedule, developmental guidelines
  • WHO Multicentre Growth Reference Study: under-5 growth standards
  • AAP Bright Futures, 4th Edition (Feb 2025): the global preventive care framework Balayu starts from and extends
Validated screening tools
  • Ages & Stages Questionnaire 3rd Edition (Squires et al.): 86% sensitivity, 85% specificity
  • M-CHAT-R (Robins et al.): autism screening, 16–30 months
  • SDSC, PHQ-A, CRAFFT, Achenbach CBCL: age-appropriate behavioural and mental health screens
Adapted for India
  • IAP growth standards applied for all children aged 5 and above, replacing Western-population curves
  • India-specific nutritional flags: iron deficiency anaemia, Vitamin D insufficiency, dietary diversity
  • Developmental context adapted for multilingual environments and the Indian school calendar
  • Safety screening per Bright Futures adapted for Indian household and road safety contexts

The Bright Futures framework was built for the US annual visit model. Balayu takes the clinical standards and applies them at the continuous cadence they were always scientifically suited for, with every domain adapted to what is specifically true for Indian children growing up today.

Full bibliography available on request.

The care your child was always supposed to have.

Built on the standards that define best-in-class pediatric care worldwide, applied continuously, and adapted specifically for Indian children. Built first in India because India has the freedom to build it right.