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DG2N Blog

Better retail decisions begin with a space you can test.

Practical guides and field notes on digital twins, spatial AI, store planning, and visual merchandising.

  1. 01

    The Store on File

    Closing the gap between the layout on file and the store on the ground.

  2. 02

    The Store Was Always Right

    Bringing ground-up merchant instinct to big retail through daily store capture and AI iteration

  3. 03

    Buildings Are Assembled, Not Drawn

    Treating architectural elements as rule-based blocks transforms building design from drawing into intelligent assembly and search.

  4. 04

    Your Spreadsheets Are the Spec

    Most enterprise AI programs fall behind because they were planned for the org chart while the actual organization runs on email and Excel.

  5. 05

    The Floor Finishes the Plan

    What a merchandising brief has to carry if it is going to survive contact with a real store.

  6. 06

    Pay by the Plate

    A menu of sixty-five small retail tools from dg2n, priced like conveyor belt sushi and built around files instead of platforms.

  7. 07

    Published, but Not Available

    Fifteen years of open government solved distribution. The missing layer is the relationships between rules.

  8. 08

    The Second Visit Problem

    Why tools designed for creation fail when we return to understand, review, and decide.

  9. 09

    The Geometry You Plan In

    A planner is only as good as the space it searches. Fix the geometry first and the planning gets easy.

  10. 10

    What a digital twin can help you decide

    Separate the operational question from the technology before you build a model.

  11. 11

    From CAD file to a reviewable facility model

    A practical checklist for turning layout information into a model your operations team can verify.

  12. 12

    Where AI agents fit in operational planning

    Define useful assistance, boundaries, and human approval before automating a workflow.

  13. 13

    Planning a visual compliance workflow

    Use a clear reference, consistent capture, and operator review to make visual checks useful.

  14. 14

    Connecting layout, data, and operating rules

    A guide to the information a useful operational model needs.

  15. 15

    Taking a pilot across multiple facilities

    Standardize what is shared while preserving the differences that matter locally.

  16. 16

    Building a measurable business case for digital twins

    A framework for estimating value without treating simulation results as customer outcomes.

  17. 17

    Keeping merchandising rules consistent across stores

    Make central intent clear and local exceptions reviewable.

  18. 18

    Using simulated shoppers alongside customer research

    Understand what a behavioral scenario can test and where real observation is still needed.

  19. 19

    Introducing automation without losing operational control

    A phased approach to changing planning workflows with your team.

  20. 20

    Comparing store layouts with operational data

    Turn a layout discussion into a structured comparison of alternatives.

  21. 21

    Your first digital twin project: a practical walkthrough

    Scope one facility, prepare the inputs, and define the decision your first model should support.

  22. 22

    Preparing layout files for a digital twin project

    A handoff checklist for drawings, fixtures, and site context.

  23. 23

    Writing useful planogram rules

    Translate brand requirements and local constraints into reviewable planning inputs.

  24. 24

    Preparing an integration with existing retail systems

    Agree data ownership, field mappings, and failure handling before connecting systems.

  25. 25

    Measuring the outcome of an operational pilot

    Define the metric, baseline, and comparison before changing the process.