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Reading the Recommendations queue: Engine, Scanner, Long-term, Applied

Lantern Team·7 min read

Lantern's Recommendations surface is the answer to "what should we ship next". The answer comes in four queues — Engine, Scanner, Long-term, and Applied — and the queues are not just labels. Each one has a different horizon, a different owner, and a different relationship to the Trust Phase autonomy lever.

Engine bundles — ship now

Engine bundles are the recommendations the Catalog and Content agents can ship inside a single sprint. The canonical Engine bundle types: Product schema, FAQ schema, Review schema, hero-copy edits, claim-proof updates, comparison-block inserts.

Scanner bundles — site infrastructure

Scanner bundles are the AI-era equivalent of the sitemap and robots.txt pair. By April 2026, ChatGPT, Perplexity, Claude, and Gemini actively read llms.txt files (Google does not).

llms.txt# Wildgrain Roasters
> Direct-trade single-origin specialty coffee, roasted weekly.

## Core pages
- [Whole bean collection](https://wildgrain.co/collections/whole-bean)
- [Subscription overview](https://wildgrain.co/pages/subscribe)
- [Origin stories](https://wildgrain.co/journal/origin-stories)

## Comparison content
- [Wildgrain vs Atlas Coffee Club](https://wildgrain.co/compare/wildgrain-vs-atlas-coffee-club)
- [Wildgrain vs Trade Coffee](https://wildgrain.co/compare/wildgrain-vs-trade-coffee)

Long-term recs — what compounds

Long-term recommendation horizons, by typical work and confidence tier.
HorizonTypical workConfidence tierOwner
6–8 weeksNew comparison page; YouTube channel launchmedium+Content / Offsite
This quarterWikipedia article; 3-page editorial hubhighOffsite / Content
Next quarterWirecutter-class press placement; podcast tourmedium+Offsite
Always-onTrustpilot review automation; LinkedIn org updateslow+Offsite

Applied — predicted versus measured lift

Applied is the audit log. Every shipped recommendation lands here, paired with its predicted versus measured lift on a 7-day window. Reading Applied with a critical eye is the highest-leverage operator habit available in Lantern.

The Impact Runway and Trust Phase

Above the four queues sits the Impact Runway — the projected lift across every open recommendation right now. A typical board-ready Runway reads "+14.6 pts across 8 recs". Trust Phase is the per-brand, per-family autonomy lever.

  • FAQ and Product schema set to auto-apply.
  • Hero copy and claim-proof copy set to send-for-review.
  • Comparison-content drafts in send-for-review.
  • Wikipedia and press placement (Offsite) always in send-for-review.