Use case
Add contextual blog-to-product internal links
Turn Shopify blog and page copy into contextual product and collection links with Link Pilot semantic and commercial suggestions.
Highlights
What you get out of this flow
Outcomes you can expect when you run this playbook on Shopify.
- AI embeddings rank same-locale cosine neighbors (35% of Confidence)
- Commercial-value weight boosts blog/page → product/collection paths
- Hover Confidence for Semantic, Context, and Commercial; edit anchors before apply
Why contextual blog links convert and rank
Blogs attract informational queries; products convert. Without in-copy links, readers bounce or search again. Contextual anchors also help crawlers associate topics with commercial entities—useful for classic SEO and for AI systems that cite or summarize your guides.
How it works in Link Pilot
Suggestion generation combines missing commercial link rules with semantic matches from AI embeddings (top neighbors by cosine, same locale). Confidence is a weighted score—35% semantic relevance, plus context overlap and a commercial-value boost when blogs/pages point at products or collections. AI writes the Why and a safe anchor that must already appear in the source; it does not pick the percentage. Hover Confidence for Semantic, Context, Title mention, Commercial, and Link scarcity. You still approve, edit, or dismiss.
Example: “winter running” guide → Winter collection
A running store’s long guide mentions winter conditions but never links the Winter collection. A semantic match proposes wrapping “winter trail shoes” to the collection URL at 88% Confidence. The tooltip shows high cosine plus commercial-path context (blog → collection).
The merchant edits the anchor to the exact phrase in the paragraph, approves, and applies one credit. The guide becomes a durable entry path into the seasonal hub.
Playbook
- Publish or refresh a blog/page with natural product language.
- Run suggest (or wait for Automation).
- In Suggestions, filter semantic / missing commercial types sourced from articles/pages.
- Open details; verify destination and that the anchor exists verbatim.
- Approve a small set per article (respect Settings max links).
- Apply with credits; spot-check the live article HTML.
What to measure
- Blog → product/collection click-through (Analytics with Link Automation)
- Assisted conversions from applied links
- Number of money-page links added per content piece
