Use Cases

Built for everyone

Whether you're a teacher designing a classroom, a parent advocating for your child, or a researcher studying autism — AQAL meets you where you are.

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For Schools

Design classrooms that work for every student

Classroom Sensory Audit

Upload a short walkthrough video of your classroom. Get a second-by-second map of sensory stress moments — flickering lights, overlapping voices, cluttered visuals — with specific recommendations to fix them before students arrive.

Student Sensory Passports

Help parents create portable Sensory Passports for their children. Teachers see exactly which environments a student finds overwhelming and can plan accommodations proactively.

IEP & 504 Support

Use AQAL's network-level profiles as quantitative evidence for Individualized Education Plans. Show administrators why specific accommodations are neurologically grounded, not arbitrary.

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For Clinics

Explain sensory differences to parents and patients

Parent Education

Show parents visually what sensory overload looks like in the brain. Compare neurotypical vs neurodiverse responses to the same stimulus — it makes abstract concepts concrete and relatable.

Waiting Room Design

Audit your waiting rooms, exam rooms, and hallways. Many clinical environments are inadvertently hostile to the exact patients they serve. Get targeted fixes: lighting, acoustic treatment, visual simplification.

Communication Aid

Not a diagnostic replacement for ADOS-2 or ADI-R, but a powerful communication tool to help families understand clinical findings and treatment plans.

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For Architects & Designers

Build inclusive spaces from day one

Pre-Construction Auditing

Render a 3D walkthrough of your design, feed it through Sensory Audit, and identify sensory red flags before construction. Far cheaper than retrofitting.

Retail & Hospitality

Malls, hotels, restaurants, airports — any public space. Neurodiverse customers represent 15-20% of your user base. Audit your environment and capture an underserved market.

Healthcare Facilities

Hospitals are notorious for sensory hostility. Use AQAL to score emergency rooms, pediatric wings, and imaging suites. Generate data-backed renovation priorities.

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For Researchers

Accelerate your neurodiversity research

Stimulus Design

Before running expensive fMRI studies, use AQAL to predict which stimuli will produce the largest NT-ND divergence. Optimize your experimental design on the cheap.

Hypothesis Generation

Explore connectivity patterns across 1,002 FDR-corrected connections. Use our interactive explorer to identify network-level hypotheses worth testing in wet-lab studies.

Educational Materials

Generate publication-quality brain visualizations for papers, talks, and teaching. Our brain prediction endpoints output standard formats.

API Access

Non-commercial research access to our API is free. Request access via the waitlist.

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For Parents & Caregivers

Advocate for your child with data

Create a Sensory Passport

A 5-minute questionnaire produces a shareable profile showing your child's sensory sensitivities across 7 brain networks. Share the link with teachers, therapists, or relatives.

Explain to Family

Help grandparents or siblings understand why your child finds certain environments overwhelming. The visual brain maps make sensory processing differences tangible.

Prepare for New Environments

Before a new school, daycare, or family trip — audit the environment via Sensory Audit. Know what to expect, plan accommodations, reduce meltdown risk.

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For Developers

Build inclusive products

UI/UX Accessibility

Run screen recordings through Sensory Audit to find overwhelming UI patterns — aggressive animations, dense layouts, notification bombardment. Iterate toward neurodiverse-friendly design.

API Integration

Embed AQAL predictions in your own apps. Health tech, ed tech, HR tech — anywhere sensory profiles or neurodiversity awareness adds value.

Enterprise Sensory Audits

Offer sensory audit as a service for your corporate clients. Workplace inclusion programs are growing rapidly — AQAL gives you a differentiated product.

Ready to try?

Join the waitlist for early access, or try our live tools right now.