Guided fit questionnaire
Collect sleep position, comfort preferences, mattress context, and relevant limitations.
Explainable pillow-fit guidance
Choose a pillow using body context, sleep position, and transparent fit reasoning.
Pillow Pair combines a guided comfort questionnaire with optional on-device camera measurements, injury-aware screening, and explainable matching that is not driven by affiliate commissions.
The problem this solves
Replace fragmented work with one understandable path.
Pillow marketing often replaces fit with vague labels. A useful recommendation must account for sleep position, body context, mattress interaction, comfort goals, and safety concerns—then explain why a range may fit rather than pretending one product is medically correct.
Side, back, and combination sleepersPeople comparing pillow dimensions and support profilesShoppers who want reasoning instead of a sponsored ranking
What the product can do
Capability with a purpose.
Optional camera measurement
Estimate selected body dimensions on the device when the user chooses to use the camera.
Injury-aware screening
Surface caution language when pain, injury, or other responses make ordinary shopping guidance inappropriate.
Explainable matching
Show how the inputs influence the suggested loft, firmness, and shape range.
English and Spanish
Carry the guided experience and safety language through both supported languages.
Independent recommendations
Keep the matching logic separate from affiliate commissions and sponsored placement.
How a pilot works
Start small. Verify the workflow. Expand with evidence.
Describe how you sleep
Complete the guided questions and choose whether to use optional measurement.
Review the suggested range
See the fit factors, uncertainty, and tradeoffs behind the result.
Compare products carefully
Use the range as shopping guidance and consult a professional when symptoms or injury warrant it.
Trust is part of the product
Honest boundaries build better software.
Pillow Pair provides research-informed comfort guidance, not diagnosis or treatment. Camera use is optional and intended for on-device measurement. Results should explain their reasoning, disclose uncertainty, and stop short of medical promises or pay-to-rank recommendations.
Questions buyers ask
What to know before choosing Pillow Pair.
Does Pillow Pair diagnose neck or back problems?
No. It provides comfort and shopping guidance, not medical diagnosis.
Is the camera required?
No. Camera-assisted measurement is optional.
Are recommendations influenced by affiliate payments?
The documented product position is explainable matching without affiliate-based scoring.
Is it bilingual?
Yes. The guided experience is designed for English and Spanish.
Is the Android app public?
A signed baseline exists, but device acceptance and release work remain.
Capabilities reflect the documented Auto Secure Login platform as of August 4, 2026. Availability and onboarding requirements vary by product and organization.
Talk with Auto Secure Login
See whether this fits your organization.
We will map your current workflow, identify the smallest responsible pilot, and document the controls and acceptance criteria before expansion.