Build note
Canonicalizing Competitor Brands, Retailers, and Marketplaces
Keep brands, direct storefronts, retailers, marketplaces, and regional domains distinct in Shopify competitor evidence.
Building SkuWatch AI Visibility
Engineering notes from the monitoring layer.
These notes explain product decisions, failed assumptions, safety boundaries, and the technical work behind inspectable Shopify AI visibility evidence.
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Build note
How SkuWatch AI Visibility Matches a Brand Mention to Storefront Evidence
Entity registries, domain normalization, collision handling, and evidence levels for turning answer text into reviewable matches.
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Protecting Store Context in a Multi-Tenant Shopify App
Tenant-scoped keys, jobs, evidence, caches, and logs that prevent one merchant's products or prompts from entering another report.
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Why Provider Failures Must Be Excluded, Not Scored as Zero
The measurement design behind separating no-mention answers from timeouts, rate limits, refusals, and parser failures.
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How SkuWatch AI Visibility Is Rebuilding Product Category Inference
A technical design for classifying Shopify products from evidence, detecting conflicts, and abstaining when confidence is weak.
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Building Repeatable Buyer-Prompt Monitoring
Versioned prompt portfolios, schedules, expected facts, provider adapters, and immutable observations for Shopify visibility monitoring.
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Designing Safe Review, Backup, and Restore for Shopify Product Changes
A field-level approval protocol for schema, metafield, theme, and catalog fixes with exact rollback evidence.
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Turning Product Findings into Field-Level Shopify Tasks
Convert public evidence conflicts into owner-specific Shopify work with scope, risk, verification, and rollback.
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Why SkuWatch AI Visibility Separates Readiness from Visibility
The product architecture, data model, and real Shopify conflict that make one combined AI visibility score misleading.
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Building an Evidence-Based Shopify Storefront Scanner
The scanner architecture, finding schema, conflict states, public-store examples, and safe Shopify repair workflow behind SkuWatch AI Visibility.