Illustrative store playbook7 min walkthrough

Answer space and equipment-fit questions with measurable constraints

See how footprint, storage dimensions, load rating, included parts, and live variants can support a compact-home recommendation.

Constraint matchingCapacity retrievalGap ranking

Transparency note: Small Set Training, Yuna, the catalog entries, and the scenario on this page are fictional. They demonstrate ShopDash product logic and do not represent a customer testimonial or measured result.

SHOPPER QUESTION

“Will this adjustable bench fit in a 2 × 2 metre workout area and support a 100 kg user with 40 kg of weights?”

CATALOG OPPORTUNITY

Seven large products list features but omit working footprint, folded size, or load rating needed for space-and-capacity questions.

01 · RETRIEVE

Start with evidence the store actually owns.

ShopDash reads the authorized Shopify catalog and assembles the product facts relevant to the question. It does not treat an attractive description as evidence for a missing technical, compatibility, fit, care, or safety attribute.

ProductEvidence foundReadiness signal
Fold Bench One135 × 52 cm footprint, 220 kg maximum load, folded dimensionsFits supplied footprint and load
Studio Bench Pro145 × 60 cm footprint; maximum load absentSpace fit only
Compact Step Deck110 × 35 cm, 150 kg rating, no backrestDifferent equipment type

02 · REASON

Make the reasoning legible.

01

Calculate from explicit constraints

Room size, working footprint, user weight, and external load are evaluated separately before a match is suggested.

02

Distinguish fit from clearance

Physical footprint can be verified while comfortable movement space remains a shopper decision.

03

Keep setup guidance visible

A capacity comparison never replaces product assembly, placement, or safety instructions.

03 · ANSWER

Be useful without filling gaps with confidence.

Illustrative Agent Lab answer

“Fold Bench One fits within a 2 × 2 metre area based on its documented 135 × 52 cm footprint. Its 220 kg maximum load exceeds the combined 140 kg you described. Allow additional movement clearance and follow the manufacturer's setup and load instructions.”

Grounded example · not shown to a live shopper

04 · ACTIVATE CAREFULLY

Start read-only. Expand when the evidence earns it.

LIVE IN PRIVATE BETA

Scan, prioritize, test

  • Catalog scan
  • Measurement retrieval
  • Constraint comparison
  • Agent Lab testing
  • Read-only controls
PLANNED

Activate, learn, act

  • Merchant-editable equipment facts
  • Storefront space capture
  • Recommendation attribution
  • Approval workflows

THE SYSTEM BEHIND THE PLAYBOOK

See every layer of the ShopDash workflow.

Explore how it works Install on a test store