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LLM Agent - GPT AI Translation

Agenticness11/36·Guided Assistant

Brand-aware Shopify translation with market-specific SEO wording

LLM Agent - GPT AI Translation is a Shopify app that translates store content while preserving brand terminology, HTML, links, prices, and product codes. It can research local search phrasing and write checked translations back to Shopify, including scheduled updates for changed content.

Agenticness = how independently a tool can take action, scored across 9 dimensions. Scored independently by David Kooi, Skylark Creations — see full rubric → Last re-evaluated 3 November 2026.

See pricing ↓

Web
Integrations
B2B
Usage-Based
Cloud Hosted
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About

What It Is

LLM Agent - GPT AI Translation is a cloud-based localization app for Shopify merchants expanding a storefront into supported languages and markets. It is designed for translating product content, collections, pages, articles, and theme text with...

What to Know

This is more than a text-generation assistant: it can carry out a bounded, multi-step localization workflow by reading Shopify content, applying translation rules and glossary protections, checking output, and writing translations back to the store....

Key Features
Analyzes Shopify products, collections, pages, articles, and theme text before translating
Uses brand-aware translation with GPT-6 Luna or GPT-6 Sol options
Researches local SEO and AI-search wording for each selected market
Protects glossary terms, HTML, links, prices, and product codes during translation
Runs quality checks before writing translations to Shopify
Use Cases
Localize a Shopify product catalog for German, Spanish, French, Brazilian Portuguese, or Simplified Chinese storefronts
Preserve product names, branded phrases, prices, and HTML formatting while translating product and collection pages
Adapt store copy to market-specific search phrasing when entering a new regional market
Agenticness: Guided Assistant

Executes tasks you assign, one step at a time, within narrow domains.

High evidence
Last evaluated: Nov 3, 2026

Dimension Breakdown

Action Capability
Autonomy
Planning
Adaptation
State & Memory
Reliability
Interoperability
Safety
Operator Sovereignty

Categories

Pricing
  • Install: free to install from the Shopify App Store.
  • Usage: pay-as-you-go token packs, no monthly fee: $6 for 2M tokens, $30 for 12M, $60 for 27M.
Details
AddedNovember 3, 2026
RefreshedNovember 3, 2026
Agenticness
Quick Facts
DeploymentCloud-hosted
AutonomySemi-autonomous
Model supportSingle model
Open sourceNo
Team supportSmall team
Pricing modelUsage-based
Interfacegui, web
Sources
Last updated November 3, 2026
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When LLM Agent - GPT AI Translation changes its pricing, we catch it the next morning

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