Backed by Georgia Tech Create-X Program

From first concern
to first step —
faster.

B2B for psychiatrists, developmental pediatricians, and therapists — a ready clinical workflow. Observa Care is our B2C product parents can use today for personalized neurodevelopmental support. Observa Screen is our R&D track on biomarkers for autism detection — rigorous science, not a consumer toy.

Confidential access: NDA & intake →

Your region
Localises diagnostic scales & care pathways in the chatbot
18mo Average diagnosis delay
1 in 36 Children with ASD in the US
$2.4B US diagnostic market size
🧠
Arjun, 3 yrs 4 mo
Observa Care · developmental profile preview
Screening Biomarker Profile
Gaze: Social
34%
Joint Attn.
22%
Geo. Pref.
71%
AI Therapy Plan · Week 1
🖐️
OT · 15 min/day
Finger painting & playdough — builds tactile tolerance and fine motor control
👁️
Social · 10 min/day
Bubbles eye-contact routine — reinforces joint attention before language
DQ: 78 · Motor Communication gap: 8mo ISAA aligned

B2B for clinicians.
B2C for parents. R&D on screening biomarkers.

Observa Care is our mature consumer-facing product for families. Our B2B offering is ready for psychiatrists, developmental pediatricians, and therapists who want structured workflows in practice. Observa Screen is the research line — serious work on biomarkers for autism detection, not a lightweight parent app.

B2B · Practices

For psychiatrists, pediatricians & therapists

Deploy Observa inside your clinic or network: structured developmental intake, AI-supported care planning, and optional integration with our screening R&D where appropriate for your protocol.

  • Child & adolescent psychiatry and developmental pediatrics workflows
  • OT, SLP, ABA, and multidisciplinary therapy teams
  • Pilot-friendly: onboarding, audit logs, and clinician-in-the-loop review
B2C · Observa Care

The product parents use today

Observa Care is our polished B2C experience — guided assessment, evidence-grounded answers, and progressive therapy-style plans families can actually follow between visits.

  • Built for real-world home use with clear guardrails and disclaimers
  • Personalized to your child; designed to complement — not replace — your clinician
  • Same engine many practices use in B2B deployments
R&D · Observa Screen

Biomarkers & autism detection research

Observa Screen is where we invest in objective signals — gaze, attention, and behaviour-derived features for autism detection and differentiation. This line is research-forward: protocols, norms, and validation come before any broad consumer claim.

  • Computer-vision and multimodal biomarker exploration
  • Structured stimuli and analysis pipelines for research partners
  • Not positioned as a stand-alone consumer toy — science first

Autism diagnosis is broken.
Families wait while time runs out.

18+ mo
Average wait from first parental concern to formal diagnosis
6–12 mo
Typical waitlist to see a developmental pediatrician
$5,000+
Out-of-pocket cost of a full diagnostic battery in the US
72%
Of families say they felt lost navigating care after screening

"We knew something was different when he was 18 months. We finally got a diagnosis at age 4. Two years of early intervention window — gone."

— Parent, Pilot Feedback · Dr. Maggu's Clinic Network

The problem isn't awareness — it's the infrastructure gap between concern and action. Clinics use subjective questionnaires designed in the 1980s. Parents get a score sheet with no guidance. And early intervention — proven to be most effective before age 4 — is squandered in paperwork and waitlists.

Observa closes that gap.

Observa Care · parents & clinicians.
Observa Screen · R&D biomarkers.

Observa Care is our flagship B2C assistant — the solid product parents can rely on. The same stack powers B2B deployments for psychiatrists, developmental pediatricians, and therapists. Observa Screen is our dedicated R&D surface for autism-detection biomarkers and objective screening science.

👁️
Observa Screen · R&D

Our research program on biomarkers for autism detection — structured stimuli, gaze and behaviour-derived features, and rigorous validation paths. Meant for R&D partnerships with clinics and academic collaborators, not as a casual consumer download.

  • 5-block standardized stimulus protocol (GeoPref, Face Emotion, Joint Attention, Social Scene, Name Call)
  • Extracts gaze fixation, head pose, facial action units, and social orienting signals
  • Explores differentiation between ASD, ADHD, and intellectual disability via domain-specific biomarker profiles
  • Age-stratified norms for toddlers (2–3.5 yr) and preschoolers (3.5–6 yr) — research-grade framing
  • Standard webcam capture for low-friction lab/clinic studies
  • ISAA and CARS alignment as research anchors where applicable
🧩
Observa Care · B2C (& B2B)

Our B2C product for parents — an agentic neurodevelopmental assistant with structured assessment and RAG over curated therapy content, producing actionable 4-week plans. Psychiatrists, pediatricians, and therapists can deploy the same capability in B2B settings for triage, education, and between-visit support.

  • Comprehensive developmental questionnaire mapping to 5 domains (Motor, Communication, Social, Sensory, Behavior)
  • Basal-Ceiling developmental trajectory algorithm — calculates DQ and skills gap per domain
  • Proprietary clinical knowledge base authored by Dr. Maggu — CBT, MET, DBT-informed principles, and philosophical support frameworks, custom-built for neurodevelopmental care
  • 38,000+ indexed therapy content chunks across OT, ABA, SLP, psychiatry, and original clinical documents
  • Generates structured 4-week progressive therapy plans with daily routines and parent coaching scripts
  • Powered by Claude claude-sonnet-4-6 for clinical-grade plan quality
  • Hindi language support for India market (in progress)

Zero new training.
Fits existing clinic workflow.

📋
1
Assessment

Clinician runs the structured questionnaire or parent completes it at home. Takes 10–15 minutes.

🎥
2
Video Screening

Child watches standardized stimuli on screen. Webcam captures gaze and behavior. No special hardware.

🧠
3
AI Analysis

Computer vision models extract biomarkers. Claude AI synthesizes profile, DQ scores, and priority areas.

📅
4
Personalized Plan

Family receives a full 4-week therapy plan with daily activities, parent coaching notes, and progress markers.

Therapy plans that
actually work.

Our AI generates structured, evidence-based 4-week plans — not bullet points. Each plan includes daily activities, parent coaching scripts, progress checkpoints, and escalation criteria.

🎯
SMART Goal Setting
3–5 measurable goals per domain derived from the child's DQ gap analysis
📈
Progressive Difficulty
Week-over-week scaffolding — easy wins in Week 1, stretch goals by Week 4
👨‍👩‍👧
Parent-Executable
Every activity includes exact instructions, materials list, and what "success looks like"
Observa Care · Therapy Plan · Arjun, 3y 4mo
🧠 Clinical Summary Arjun is a 3-year 4-month-old boy presenting with elevated geometric preference (71%), reduced joint attention (22nd percentile), and a communication developmental age of 26 months — approximately 14 months below chronological age. His motor skills are a relative strength at DQ 91. Primary intervention targets are joint attention, pre-verbal communication, and sensory regulation. 🎯 Priority Goals · Week 1–4
1. Joint Attention: Sustain 3-second shared gaze with familiar adult during play, 4 of 5 trials
2. Communication: Initiate 2-step verbal request ("more + object") in natural play context
3. Sensory: Tolerate varied textures during 10-min sensory bin play without distress
📅 Week 1 · "Building Foundations"
🖐️ Bubble Eye-Contact Routine · 10 min/day
Hold bubble wand at eye level. Wait for gaze before blowing. Say "ready...go!" immediately after eye contact. Repeat 5–8 times. Success: child initiates gaze shift to wand within 3 seconds.
🎨 Playdough Sensory Play · 15 min/day
Start with smooth texture. Narrate actions ("squish, roll, poke"). Do not force — model first. Add one new texture each 3 days. Success: child independently engages for 5+ min without prompting.
📈 Week 1 Checkpoint By Day 7: ✓ Child orients toward voice 3 of 5 calls   ✓ Accepts 1 new food texture   ✓ Sits for 5+ min structured play

Founder-market fit
you can't manufacture.

A practicing child psychiatrist, a computer vision engineer, and a product & growth operator — all working the same problem from different angles.

👨‍⚕️
Dr. Gaurav Maggu
Co-founder · Clinical Lead & AI Lead
Python · PyTorch · LangChain · LangGraph
25Publications 80+Citations 1Book Editor

Child & adolescent psychiatrist and Assistant Professor at JNU Medical College, Jaipur. 25 indexed publications, 80+ citations, and editor of a statistics textbook. Built the full neurodevelopmental AI chatbot — speech recognition, LLM integration, and the agentic LangGraph pipeline. Authored Observa's proprietary CBT, MET & DBT-informed clinical knowledge base. Active pilot network of 4–5 doctors.

Child Psychiatry RAG Chatbots LLM Fine-tuning · ICD-11 CBT · MET · DBT 25 Publications
👨‍💻
Raghavan Madabushi
Co-founder · Technical Lead

Computer vision and ML engineer based in Atlanta. Leads the full technical build — video-analysis pipeline, backend systems, and product infrastructure. Georgia Tech idea-to-prototype program alumnus. Full-stack ownership from architecture to deployment.

Computer Vision Python / PyTorch Georgia Tech Product Infra
⚙️
Darsh Bhatt
Co-founder · AI Architect Lead

Leads computer vision engineering and the agentic LangGraph architecture that powers Observa's multi-step reasoning pipeline. Brings deep systems thinking to the intersection of CV models and orchestrated AI agents — making the platform fast, reliable, and clinically coherent end-to-end.

Computer Vision LangGraph AI Systems Agent Design

Prototype ready.
Pilots lined up.

🚀
Why Now
The convergence of three forces makes this the right moment:
  • Foundation models are clinic-ready. Claude claude-sonnet-4-6 and similar models now produce clinical-quality synthesis — impossible two years ago.
  • Webcam gaze models have crossed viability. No $50K eye-tracker needed — a $0 webcam now captures enough signal.
  • Post-pandemic telehealth normalization. Clinics actively want AI-assisted workflow tools.
  • Regulatory clarity. FDA cleared AI-assisted tools for ASD support in 2024 — path is proven.
🏥
Pilot Network
Dr. Maggu's active clinical practice in Jaipur and a network of 4–5 pediatric and developmental psychiatry doctors give Observa immediate access to real patients, clinical feedback, and ground-truth validation data from Day 1 of pilot deployment.
💰
Business Model
B2B SaaS for psychiatrists, developmental pediatricians, and therapy practices — site subscriptions at $500–$2,000/month per location. Large US addressable base across child psychiatry, developmental pediatrics, and OT/SLP/ABA networks; India adds high-volume opportunity. Observa Care remains the consumer-grade surface families can use directly.

Protected & confidential

Product features, roadmap, biomarker and R&D details, pilot data, prompts, and how the app works are confidential. Do not disclose, copy, record, or demo them beyond what Observa explicitly authorizes in writing unless there is a fully executed mutual NDA (DocuSign envelope completed by all parties). This site is not legal advice.

Mutual NDA & intake for confidential access →

Mutual NDA &
intake for protected demos

Request access to protected pilots and materials (e.g. advanced product demos, R&D previews). We use DocuSign for mutual NDAs: you receive an envelope at your work email, sign in DocuSign, then complete the intake below. We verify completion before sharing links or credentials.

Intake (required)

After your DocuSign envelope is completed (or you have countersigned wet ink as we directed), submit this intake. Submissions are delivered via Netlify Forms.

This form does not call the DocuSign API; our team matches your intake to your completed DocuSign envelope (or wet-ink file) before granting access.

Help us get every child
the answer they deserve.

We're looking for B2B partners — psychiatrists, developmental pediatricians, and therapists — for our pilot cohort, plus investors who believe AI can close the autism diagnosis gap. Parents exploring Observa Care are welcome too.

Or email us directly: gauravm2404@gmail.com · raghavanmadabushi10@gmail.com