Case Studies
Pattern-based XR analytics in practice
Five examples of how spatial behavior signals — gaze, locomotion, hesitation, frame-time correlation — translate into decisions about UX, comfort, accessibility and stability. Patterns are illustrative and derived from common XR project profiles; no individual customer data is exposed.
Five categories of XR behavior evidence
Each case study belongs to one of five recurring problem families in immersive products. They map to the questions XR teams ask most often: can everyone use this, does it feel comfortable, where does attention actually go, where does the build break, and what can be anticipated before launch. Read them in any order — each one is self-contained and ends with the decision it enables.
Accessibility — WCAG-aligned XR
Gaze dwell and reach-zone signals mapped against WCAG 2.2 criteria to surface inaccessible XR interactions.
Read case studyComfort & Presence — Discomfort moments
Locomotion velocity, rotation curves and head-tilt patterns reveal predictable discomfort moments before users abandon.
Read case study4 Heatmaps — Spatial behavior
Four spatial heatmap layers (paths, attention, objects viewed, issues) reveal where attention and effort actually went.
Read case studyStability — Crashes, freezes & breakpoints
Frame-time spikes correlated with locomotion and interaction patterns at exact spatial breakpoints.
Read case studyAI Predictions — Signals to decisions
Historical biomechanical patterns feed a predictive model that scores friction risk before launch.
Read case study
How to read a case study
Every study follows the same four-step structure so you can compare them directly and reuse the reasoning inside your own team.
1. Signal type
Which behavior signals were captured — gaze dwell, locomotion velocity, hesitation before an interaction, object focus, reach zones or frame-time correlation. Signals are always described before any conclusion is drawn.
2. Evidence
What the aggregated data actually shows: distributions, spatial clusters, repeated sequences. Evidence is kept separate from interpretation so you can disagree with the reading without discarding the data.
3. Interpretation
The most plausible explanation for the pattern, stated with its assumptions and its limits. Where more than one explanation fits, both are listed instead of picking the convenient one.
4. Action
The concrete design, content or engineering decision the evidence supports — and the follow-up signal that would confirm the change worked.
What we look for
A pattern only becomes a case study when it clears four filters: it repeats across sessions rather than appearing once, it has a spatial or temporal location precise enough to act on, it survives a privacy review with no raw audio and no personally identifying data, and it points to a decision someone can actually make this sprint.
How these studies are grounded
Transparency about evidence basis matters more than dramatic numbers. Every study on this page is labelled so you know exactly what you are reading, and none of them names a customer or exposes individual session data.
- Pattern-based
- Composite profiles built from behavior patterns that recur across comparable XR projects. No single project is identifiable.
- Anonymized
- Derived from real work where all identifying details — client, title, environment art, dates — have been removed or generalized.
- Conceptual
- Illustrative scenarios used to demonstrate a method or a measurement model, clearly marked as such on the page itself.
- Demo-based
- Produced with internal demo environments and synthetic sessions built specifically to validate the analysis pipeline.
Where a study is conceptual or demo-based, it says so in its own methodology block. We would rather publish an honest method than an unverifiable result.
Run this analysis on your own build
The methods described here are the same ones the Gossip Analytics SDK applies to your XR sessions. Talk to our team to test them on your project, or apply to the community program if you build for research, education or accessibility.
