Case 01 / 14
Klyrox AI Store Helper
Klyrox AI Store Helper is a live Shopify App Store product that turns store data into operator-ready briefs—and, soon, approval-gated agents that can investigate inventory and catalog work. Merchants ask questions in plain English, get actionable answers, and stay in control of every consequential change.
- Role
- Product design & full-stack engineering
- Scope
- Shopify app · AI agents · Analytics
- Region
- Global
- Category
- Shopify
Engagement flow
01 Discovery
Mapped merchant pain around inventory risk, catalog hygiene, and dashboard fatigue. Defined hard constraints: no silent destructive edits, approval before consequential actions, and a path from insights to agents in one app.
02 Architecture
Designed Shopify App surfaces, conversational context packing, and an approval-first agent pipeline so Inventory and Catalog agents can investigate, stage, and execute safely.
03 Build
Shipped live briefings, Q&A, alerts, and summaries; implemented the interaction model for preview-and-approve flows; prepared agent capabilities for inventory and catalog operations.
04 Launch
Published to the Shopify App Store with a clear value proposition—agents that investigate and act with approval—and a roadmap merchants can grow into without switching tools.
01
What was broken
Opportunity
Shopify merchants are drowning in dashboards that report problems but rarely help resolve them. Stock risk, messy catalogs, and sales questions still demand manual Admin work, spreadsheets, and tribal knowledge—especially for teams without a dedicated ops hire.
The brief was clear: ship AI that investigates and prepares work, not another analytics widget. Silent or destructive edits were unacceptable. Every important change had to be previewed and approved before execution, with a path from today’s briefings into Inventory and Catalog agents inside the same app.
02
What we built
Approach
We designed and shipped a Shopify app centered on conversational store intelligence: morning briefings, sales and inventory Q&A, stock-risk alerts, and weekly summaries that merchants can act on immediately.
Architecture prioritized approval-first agent flows. Inventory Agent and Catalog Agent are built as natural-language operators that investigate, stage a plan, wait for human approval, then execute and report—never applying large or destructive changes silently.
The product experience keeps merchants in the loop: ask in plain English, review the proposed actions, approve, and receive a clear results trail suitable for day-to-day store operations.
03
Why it matters
Impact
Merchants get a live App Store product for store Q&A and risk visibility today, with a coherent roadmap into agentic inventory and catalog operations under the same approval model.
The result is AI that feels like a careful operator—investigating, proposing, and executing only with consent—rather than a black-box automation layer.
[ Deliverables ]
What we shipped
- 01Shopify App Store listing and production app
- 02AI morning briefings and weekly summary flows
- 03Natural-language sales and inventory Q&A
- 04Stock-risk alerting and reporting surfaces
- 05Approval-gated agent interaction model
- 06Inventory Agent and Catalog Agent foundations (coming soon)
- 07Merchant-facing results and audit-friendly reporting
[ Capabilities ]
Product surface
- 01Plain-English store investigation
- 02Morning operational briefings
- 03Sales and inventory Q&A
- 04Stock-risk alerts
- 05Weekly performance summaries
- 06Preview-before-execute agent plans
- 07Human approval for consequential changes
- 08Non-silent execution with clear outcomes
[ Outcomes ]
What changed for the team
Qualitative results from the engagement—focused on clarity, control, and day-to-day usability.
Live presence on the Shopify App Store
Actionable store intelligence without another passive dashboard
Approval-first model that keeps merchants in control
Clear path from briefings to Inventory and Catalog agents
Operator-ready answers instead of raw chart dumps
Safer automation posture for consequential store changes
[ Stack ]
Built with intention
04 capabilities
Shopify App
Inventory Agent
Catalog Agent
Approval flow
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