Seedlabs

SitViz Patterns: A Tagged Pattern Library for In-Situ Visualization

A library of design patterns for showing data to people while they are performing a physical task.

A subscription web library that consolidates the fragmented situated-visualization literature into searchable, practitioner-ready design pattern cards for in-situ data displays, each tagged by the five situatedness lenses, technology, data type, and application area.

Computer ScienceData Visualization and Analytics
Cognitive-Adaptive Visual AnalyticsUX design reference and inspiration tools for enterprise AR and immersive analytics teams.

Concept

A subscription web library that consolidates the scattered situated-visualization literature into practitioner-ready pattern cards for in-situ data displays — effectively a "Mobbin for AR data visualization." Each card documents a real published or deployed in-situ design: the physical context, data type, technology, which of the five situatedness lenses (space, time, place, activity, community) it engages, its stated limitations, and adaptation guidance for new contexts. Cards are searchable and filterable by lens, industry, technology, and data type, so an AR team designing a warehouse picking overlay can find every documented precedent for time-of-activity data placement in minutes instead of reinventing it. The single wedge: one curated, tagged source of prior art for a field whose knowledge is currently unfindable.

Why now

The new survey [0] quantifies exactly why practitioners cannot self-serve today: the 44 core papers using "situated visualization" are spread across 27 different venues spanning visualization, HCI, and AR communities, and 27/44 of them lean on a small set of foundational definitions with inconsistent terminology. The same survey supplies the organizing taxonomy — application areas, technologies, data types, visualization types, plus the five perspectives — that makes a coherently tagged pattern library possible for the first time. As enterprise AR content teams multiply, a findable pattern reference is a cheap team subscription.

Written by GLM · 8 Oct 2026

AI assessment

Backed by 1 paper78

A niche, high-utility reference tool that transforms academic fragmentation into a practical design asset for AR teams, though its market size is limited by the small number of teams actually building complex in-situ visualizations.

Evidence strength
5/5
The idea directly leverages the survey's findings on fragmented literature and inconsistent terminology to create a structured taxonomy for a pattern library.
Market pull
3/5
While the named beneficiaries have a clear need, the total addressable market for a standalone subscription library of AR design patterns is likely small and may be absorbed by general UX tools.
Novelty & moat
2/5
It is a direct companion/variant of the 'Situate' design canvas, moving from a workshop tool to a reference library using the same five-lens framework.
Feasibility
5/5
Building a tagged web library based on a curated set of 44+ papers is a low-complexity engineering task that can be prototyped quickly.
Wedge clarity
4/5
The 'Mobbin for AR' approach is a sharp, specific entry point that solves a concrete problem: the inability to find prior art for specific in-situ use cases.
Simplicity / focus
5/5
The product is focused on a single function—a searchable pattern library—without over-scoping into authoring tools or platforms.

Scored by Gemma 4 · 8 Oct 2026. Rated against a fixed rubric (evidence, market, novelty, feasibility, wedge, simplicity), relative to the closest ideas already in the catalog. A prior estimate to compare ideas before real-world signal arrives.

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Who benefits

  • Librestreamcompany

    Its Onsight industrial AR platform teams design in-situ guidance for maintenance and inspection; a vetted pattern library shortens design cycles and reduces reinvention across customer projects.

  • Magic Leapcompany

    Its enterprise AR partners building data experiences on headsets would draw on documented in-situ display patterns, strengthening the platform's content ecosystem.

  • Vuzixcompany

    Smart-glass deployments in logistics and field service depend on solution partners; a shared pattern library raises the quality floor of partner-designed data overlays.

  • Boeingcompany

    Its long-running use of AR in assembly and maintenance gives internal XR design teams a searchable prior-art base for new in-situ analytics displays.

Research it builds on

  1. What's the Situation with Situated Visualization? A Survey and Perspectives on Situatedness
    Nathalie Bressa, Henrik Korsgaard, Aurélien Tabard et al. · 2021 · 125 citations
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feasibility