Step 2 — Fix Plan
After your diagnosis, if you unlock the Fix Sprint, Agentic Prep generates a remediation plan specific to your store’s gaps. This step is where you see the scope of work before any changes are staged for approval.
What the Fix Sprint covers
Semantic attribute mapping
Many product attributes use creative or brand-specific values that AI agents can’t interpret — “Midnight Forest” means nothing to an algorithm that needs to answer “show me navy blue hoodies.” The Fix Sprint:
- Detects ambiguous attribute values across your catalog
- Maps them to a curated, category-specific taxonomy (e.g.,
navy_blue,slim_fit) - Writes the standardized values to dedicated metafields (
custom.ai_color,custom.ai_size, etc.) - Your original values are never overwritten — the new metafields are additive
Description enrichment
Products with thin or generic descriptions score poorly because AI agents can’t extract enough information to accurately recommend them. The Fix Sprint:
- Rewrites descriptions scoring below 70 from scratch (targeting 120–200 words)
- Augments descriptions scoring 70–89 with additional factual sentences
- Opens each description with “what is this product and who is it for”
- Uses your brand tone input (collected during onboarding) to match your voice
- Handles multi-variant products with shared archetype descriptions + variant-specific differences
Schema markup
Most Shopify stores have incomplete or absent JSON-LD structured data. The Fix Sprint generates complete schema for every product:
Product,ProductGroup(for variants),Offer,ShippingDetails,MerchantReturnPolicyAggregateRating(where review data is available)additionalPropertyentries for all key attributes- Delivered as a Shopify Theme App Extension — non-destructive, fully reversible
GTIN/MPN population
Missing product identifiers prevent AI agents from matching your products to catalog databases. The Fix Sprint:
- Flags all products missing GTINs, MPNs, EANs, or barcodes
- Provides a bulk intake form for you to enter GTINs you have
- Auto-generates MPNs for indie manufacturers using a consistent pattern
Shopify Catalog Mapping remediation
Shopify’s Catalog Mapping layer controls how your products are presented to AI channels like ChatGPT Shopping and Perplexity. The Fix Sprint corrects any misconfigurations detected in the diagnosis, assigns missing product categories from Google’s Product Taxonomy, and re-checks your Agentic Storefront readiness.
LLMs.txt generation
Creates /llms.txt and /llms-full.txt files at your store root — the community standard for telling AI crawlers about your brand, product categories, and policies.
Reviewing the plan
Before any work is staged, you’ll see a summary of what the Fix Sprint will do for your specific store: how many products will be touched, what types of changes are planned, and an estimated score improvement. You confirm before the processing pipeline runs.